{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize Image Filter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:33.561466Z",
     "start_time": "2020-06-21T18:30:31.988970Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import cv2\n",
    "import numpy as np\n",
    "from skimage.transform import resize\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Convolution2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:33.580923Z",
     "start_time": "2020-06-21T18:30:33.562793Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using GPU\n"
     ]
    }
   ],
   "source": [
    "gpu_devices = tf.config.experimental.list_physical_devices('GPU')\n",
    "if gpu_devices:\n",
    "    print('Using GPU')\n",
    "    tf.config.experimental.set_memory_growth(gpu_devices[0], True)\n",
    "else:\n",
    "    print('Using CPU')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:33.591390Z",
     "start_time": "2020-06-21T18:30:33.582574Z"
    }
   },
   "outputs": [],
   "source": [
    "# Feel free to try out your own images\n",
    "img_path = 'images/building.png'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:33.951472Z",
     "start_time": "2020-06-21T18:30:33.592603Z"
    }
   },
   "outputs": [],
   "source": [
    "# load color image \n",
    "bgr_img = cv2.imread(img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:33.987861Z",
     "start_time": "2020-06-21T18:30:33.952500Z"
    }
   },
   "outputs": [],
   "source": [
    "### convert to grayscale\n",
    "gray_img = cv2.cvtColor(bgr_img, cv2.COLOR_BGR2GRAY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:34.333725Z",
     "start_time": "2020-06-21T18:30:33.989134Z"
    }
   },
   "outputs": [],
   "source": [
    "# resize to smaller\n",
    "h, w = gray_img.shape\n",
    "small_img = resize(gray_img, (int(0.3*h), int(.3*w)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:34.340673Z",
     "start_time": "2020-06-21T18:30:34.335294Z"
    }
   },
   "outputs": [],
   "source": [
    "# rescale entries to lie in [0,1]\n",
    "small_img = small_img.astype(\"float32\")/255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:34.475709Z",
     "start_time": "2020-06-21T18:30:34.341895Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot image\n",
    "plt.imshow(small_img, cmap='gray')\n",
    "plt.axis('off');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Specify the Filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:34.480279Z",
     "start_time": "2020-06-21T18:30:34.477006Z"
    }
   },
   "outputs": [],
   "source": [
    "# Feel free to modify the numbers here, to try out another filter!\n",
    "filter_vals = np.array([[-1, -1, 1, 1], \n",
    "                        [-1, -1, 1, 1], \n",
    "                        [-1, -1, 1, 1], \n",
    "                        [-1, -1, 1, 1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:34.489919Z",
     "start_time": "2020-06-21T18:30:34.481496Z"
    }
   },
   "outputs": [],
   "source": [
    "# define four filters\n",
    "filter_1 = filter_vals\n",
    "filter_2 = -filter_1\n",
    "filter_3 = filter_1.T\n",
    "filter_4 = -filter_3\n",
    "filters = [filter_1, filter_2, filter_3, filter_4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:34.712660Z",
     "start_time": "2020-06-21T18:30:34.491064Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize all filters\n",
    "fig, axes = plt.subplots(ncols=4, figsize=(10, 5))\n",
    "for i, ax in enumerate(axes):\n",
    "    ax.imshow(filters[i], cmap='gray')\n",
    "    ax.axis('off')\n",
    "    ax.set_title(f'Filter {i}')\n",
    "    width, height = filters[i].shape\n",
    "    for x in range(width):\n",
    "        for y in range(height):\n",
    "            ax.annotate(str(filters[i][x][y]), xy=(y,x),\n",
    "                        horizontalalignment='center',\n",
    "                        verticalalignment='center',\n",
    "                        color='white' if filters[i][x][y]<0 else 'black')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize the Activation Maps for Each Filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:34.842889Z",
     "start_time": "2020-06-21T18:30:34.713946Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 1531.5, 1020.5, -0.5)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(small_img, cmap='gray')\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define single-layer CNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:35.817703Z",
     "start_time": "2020-06-21T18:30:34.844050Z"
    }
   },
   "outputs": [],
   "source": [
    "cnn = Sequential([\n",
    "    Convolution2D(1, (4, 4), \n",
    "                  activation='relu', \n",
    "                  input_shape=(small_img.shape[0], small_img.shape[1], 1))\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:35.822275Z",
     "start_time": "2020-06-21T18:30:35.818903Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 1018, 1529, 1)     17        \n",
      "=================================================================\n",
      "Total params: 17\n",
      "Trainable params: 17\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "cnn.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Apply convolutional filter and return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:35.832139Z",
     "start_time": "2020-06-21T18:30:35.823701Z"
    }
   },
   "outputs": [],
   "source": [
    "def apply_filter(img, index, filter_list, ax):\n",
    "    # set the weights of the filter in the convolutional layer to filter_list[i]\n",
    "    cnn.layers[0].set_weights([np.reshape(filter_list[i], (4,4,1,1)), np.array([0])])\n",
    "    # plot the corresponding activation map\n",
    "    ax.imshow(np.squeeze(cnn.predict(np.reshape(img, (1, img.shape[0], img.shape[1], 1)))), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-21T18:30:38.557856Z",
     "start_time": "2020-06-21T18:30:35.833629Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TzseOHaO9vT1lsJZqZnHYSQWz2AuaphEIBFhaWmJlZQVN09wTsZ2v1y/+WZZFTU0NmqbR19fH0tLSXgxdiB23m9VyUt0rHB6Ph5deeonh4WH6+/vd34tUvyM+n4/Lly9jWRZffPEFc3Nzuz1kIXaFVDCL3eYklxcXF9357mbfrz0eD7qus7S0JNXM4lCSCmaxp/x+P8ePH+fx48duchlWK5cty8Lj8aS8rVQzCyFEZum6TiAQYHFxkZWVFbdyKRaLEQwGMQwj6YR4eXmZrq4uJicnaW5upqioSKqehNgmSS4LgGAwyMsvv0xPTw99fX3PTS4DLC4u8umnn9LZ2cmbb75JQ0MDmqZJXBYvRH5vhFil6zo5OTnMz8+ztLSEUsqNxXl5eVy6dIlQKJTy9uFwmHA4jM/nk2pmcaRIBbPYcVlZWTQ0NNDd3c3MzMyGy2tqaqitraWzs5ORkZG0H7SkmlkcRlLBLHaTYRj4fD7m5+cTtl4rpSgsLKS2tpZvvvmG5eXltPfj8XioqakBoK+vTw42EYeKVMuJ3ZSbm8uJEyd48OAB09PTL3Qffr+fS5cuoes6169fZ35+PsOjFGLvSEwWu8UwDEKhEM+ePSMSiQDfLr6UlZVx+vRpAI4dO8ZHH31ER0dH2iplp5p5cXFR8hfi0JBD/sSeyM/Pp7Kykq6urrQT3ZycHE6cOMHi4iLt7e1pD5FSSmGaJtFoNOFgQCEOKkkwi91imiYej4f5+fmE6jilFGVlZVRUVHD//v1Nb7N2ktKlpaUMDw8zMTEhk2dxKEgyY/847C1EiouLqa+v5969e0ljr5PY2MxroJSirq6Os2fPcvv2bXp7ew/1aycOl3R/6xKTxW6wLAu/38/s7KxbhOHE4NraWhobG7l27Rqzs7OUlJTwzjvvMDs7y4cffpj2wFVd1/F6vSwvL7OysrJbT0eIHSMJZrHrSktLyc/Pp6urK2ll2/pJhK7r1NTUUFlZSXd3N48fP067GmgYBpqmSTWzOPAkwSx2g2VZWJa1IbmsaRrV1dXk5eVx//79F+qr7PV6qampIRaL0dfX99zqZyH2O0lmbN/zEsN7kTjeb8nqyspKSktLuXv37nPnylsZeyAQ4MqVK0SjUW7cuJG2cOOg2W8/Q7E7JCaLneb1evF6vczMzGDbdsIOv5aWFsrKyvjiiy9YWFhwb2MYBhcvXuTll1/m008/5f79+2kL4LxeL0oplpaWJI6JA00SzGLXKKUoLy8nKyuLhw8fEolEtjQZDIVCHD9+HNu2aWtrS1tJJ9XM4jCQBLPYafHb8wB34hwIBCgoKCAnJ4cHDx5sq6pCKUVRURElJSUMDQ0xNTUlk2dxYEkyQ+wkpRS1tbXk5ORw7949dxv2+utsJ4ZqmkZdXR1nzpzh66+/Tjg0UIiDRmKy2ElerxfTNDfkHXJzczl16hQA169fT1lAUVBQwNtvv83KygoffPBB2lZHUs0sDgNJMItdoZSiuroawzDo6enZUIGsadqmTlLVNI2qqipqamro6+tjYGBAqpnFoSUJZrGTvF4vQMIJ2LDaH7++vp4nT54wOTmZsR7K8dXMvb29MnkWB5IkM8RO0TSNhoYGTNOko6NjQ4GEUzyRbk67leRzMBjklVdeYXl5mZs3bx6qamZxdEhMFjvF7/ejlHIrk50ijPz8fJqbm5mamqKzs/O5xWy6rnP27Fm+973v8fnnn3P79u2Ut1FK4fP53MeV/IU4aCTBLHacM2GORCL09fUlTS4Hg8G0/YnWCwQCtLS0YBgGDx484NmzZymvK9XM4qCSBLPYCUopvF4vtm27J2A7k+a8vDwqKyuZnZ2lt7fXbZURi8U2tQj4PJqmUVRUREFBASMjI1LNLA6cF0lm7Ket+zKW/UnXdVpaWlhZWeHhw4dJXxelFLquYxgGKysr7pw22eu42ddW0zSOHTvGyZMn+eqrr6SaWRw4kmAWOyEQCAAknBXlzGGbmpoYHBzcci/7nJwc3nrrLSzL4t1332ViYiLldaWaWRxUkmAWO0rXdRobG1lcXGRgYCBpEDYMw22avxWaplFWVkZDQwODg4P09fWlTSBLNbM4aCTBLDLNqYyIRqOEw+GEPnIFBQWUlZXx+PFj5ufnE3rJ6boOkLFFOp/PR1VVFdFolIGBAenNLA4MSWaITDMMgxMnTvDs2bO0CQsnaaxpGqZpArC8vJz2+rC5QwCDwSCXL192ezNLH1BxUEhMFpmklCIYDBKJRFhcXHTjrq7rlJSU0NDQwKNHjxgeHn6hGKlpGidPnuSXfumX+PLLL7l161bSVkgOr9eLpmksLi5KTBYHgiSYxY4xTZOmpiampqYYGRlJGRQty8Lj8aStQk7H5/PR1NSE3++nra2Np0+fpryuVDOLg0QSzCJTnESD3+9nZWXFTeg6FcrFxcUUFRXR19fHzMwMXq93w3ZpTdMyXs1cUFBASUkJw8PDTE5OyuRZ7Ht7kcw47JW+h/35pWOaJqdOnWJ8fJzBwcG0113/OhmGgWEYRCKRtAmKrVQzO72Zb9++nXTXoRD7jSSYRaYopQiFQoTD4YQiDE3TqKyspKamhgcPHjA+Pr7txwqFQrzxxhvk5OTw7rvv8uTJk5TXlWpmcZBIglnsCI/HQ1NTE0+ePGFsbCztdX0+H5qmJWxB2SqlFCUlJRw7downT57Q3d2ddrIt1cziIJAEs8gUTdPw+/2Ew+GEyalhGJSVlZGbm0t3dzdzc3NuC41U/ThN03STzJmInx6Ph5qaGqLRKIODgxnr+SzETtitZMZWqk93w1FOAu8Ur9fLyZMnGRoaSptcgNXXP1UrDNM0sW07o72ZL1++jG3bXL9+PWE3ixD7jSSYRSZomkZWVhaLi4sJ81DTNKmvr6e4uJi7d++6hWyZeE90WhS9/vrrtLa2cu3atbQ7+qSaWRwEkmAWGef1emlubmZgYICpqam0183Ly0MpxdzcXNJtfs527s1Obj0eD42NjeTk5NDe3p62v6dUM4v9ThLMIhM0TSMQCLC4uOguvDnxr6amBtM06enpcbcCappGdnY2S0tLSWOv3+9naWkJXdeJxWIZiZ9KKQoLC6WaWex7O9GDeSsfVLfTb/dF7nsnHbSkdSbH6/P5OH36NN3d3Wn7cAIUFhZy8eJFrl27lrBLL34suq5jWRaRSCRthdtmn4NSirq6Ok6fPs29e/fo6enJ+M/qoP38xf4kCWaxXbquEwqFWFhYSEjwejwempubCYVC3L59m/n5eZRSGIZBNBpF0zSi0eiGOGZZ1pbyC36/n9dee43S0lLee+89hoaGUsZGqWYW+50kmEVGBYNBGhoa6O3tZWZmZsPlHo/HTSQXFxdz/PhxBgcHefToUdIen4ZhEAgEkt5XKk6iorm5mYmJCR49epR2NVCqmcV+JQlmsV26rhMIBJifn0+IrV6vl5qaGizL4uHDh+5hf85kOS8vj2PHjjE8PMzQ0FDCNumcnBxmZmawbRvDMACSTrBfhMfjobq6GoD+/n6pZhb7jiQzxHaFQiFOnDhBR0dH2rZuABUVFe5ZJmfOnOHrr7/mzp07CfHcOaQVVhMbSimWl5dTtrfYSmLX7/dz5coVAG7cuLGt3YZC7ASJyWI7DMMgKyuL2dlZIpGIG0t9Ph/Hjx9H0zTu37/PwsKC2youvljDMAxs2067c3ozlFLU1tby1ltv0dXVxS9+8QuWlpZSXl+qmcV+JQlmkTHZ2dnU1tby6NEj5ubmkl7H7/ezuLhIdXU1BQUFjIyMoGma23fOOSHbSVaYponP59vyAYCwOslubGwkPz+f9vZ2JiYmnlvNHIvFtv0GIUSmSIJZbIdzgOr65LLf76e2tpZwOMzIyIjbCiP+AKlIJOLuCDEMg56eHrdPfnZ2dkJSRNO0TVUzb6VyrqCggNLSUkZGRtLGbiF220FLZmSySlQqTrcvNzeXpqYmHjx4kPbsEaUUjY2NlJeXc+vWLZaWlvD5fLz66qvk5OTw4YcfMjY25v48nKQIJFYzpyqw2EoLFifxcebMGVpbW+nu7pbfA7FvHLSYLPYP0zTJyspiZmYmIbkcCoVoaWlhaWmJtrY2VlZWNiSX4+m6jq7rRCKRbfet93q9/PCHP6S2tpb333+f/v5+qWYWB4okmEVG5OXlUVVVRWdnZ8q+nbCa2KiqqiIQCHDv3j3y8vIwTZOhoaGE62ma5q4KmqaZMmG9Gfn5+bS0tDA7O0tnZ2faijipZhb7iSSYxYuyLAuv18vc3ByxWCxh0lxVVcXc3BwDAwN4PB43JsZiMSzLAkg4BDA/P5+6ujqmpqYYGBggEAgwPT294TENw0ApRSQSyVg1c2VlJZqmMTAwkLaSQ4jdctCTGfutt/NRUlBQQENDA/fu3Uvb+k3TNE6dOkUoFOLWrVsJSWIn2Xv16lW6urq4fv26exhV/M9UKYVlWWiaRjgcTlvNDJv7ffD7/Vy6dAld17l+/bpUM4t94aDHZLE3PB6Pu0s6Go26sTA3N5eWlhamp6fp7OwkFouhaRrw7S7rZLuuAbcffiaqmSsrK3nnnXcYHBzkpz/9adr8isfjQdd1qWYW+4IkmMW2FRUVUVpaSkdHR9rkrWmanDlzhqWlJdrb24lGowQCAc6cOUNHRwfT09MbgqLX60XX9ZSTWOf07OeJb9Df2dnJ6OioVDOLfU8SzOJFeDwePB4Pz549c7dOK6XIzs6mqqqKiYkJhoeHsW0bv9/vJjqUUmRlZZGTk0N/f3/CfZqmSXV1NXl5eTx58oTBwcGkMdSyLDeRka5thlQzi4PqRZMZUv27OYc1AV5aWkp5eTn3799Pu1hmmiYvv/wyy8vL3L17N2VVmsfj4ZVXXqGuro6f//zn9Pb2Jj14VdM0LMvCtu2kZ504thKTq6urOXfuHK2trfT09Gy7Yu8w2sle6SKRJJjFVvl8Pvx+P9PT0wkJ5KKiIrc9nBNTnfckJ84FAgEuX75MRUUFP/vZzzb0S3aK5FIdhK3rOrZtbypuejwevvvd79LS0sIHH3yQdveIVDOL/UISzGJbysvLyc3NpbOzM2kw0zQN27axLItTp04xNzfHw4cP3aDq9Es+duwYU1NTdHd3b0hSp1oldBryP69/Xbzc3FxOnDjB3NwcHR0daSf5znYXqWYWe0USzGIrnENRDcPYkFwuKCigoqKC4eFhd4HNmVA7E+js7GwaGhro7+9nfHw86f1nZWXR2NjI3Nwcvb29G+J1Tk4Os7OzbrujTGwXBKlmFvuHJDMOpr1M7lVVVVFYWEhra2vaM0G8Xi9XrlxhcnKSBw8ePPeAKKUUxcXFvPnmm4yPj/Ppp58mVEbHt88wTRPDMAiHwynvdyvJfZ/Px6VLlzAMw+3NfJTnypI83jsSk8VWBAIBfD6fe5i0kxAuKSnh2LFjDA4OMjg4SCQScVtiOPPpvLw8zp07R2dnJx6Ph9dff53e3l5+/vOfb6gwdnZFr4/5W0kwO8rKyvjxj3/M+Pg4H330Udqd3U4189LSkiz+iT2x7xPM8oa9PzlbN7Kysujo6EhZ6avrOn6/nzNnzjA4OMjAwEDKqrfa2loKCwvp7u7myZMnG663PiAbhkEoFEq6VTsdwzCoqamhoqKCrq4uRkZG0m4ddE6ClWpmsdskwSy2IhAIoOv6huRycXExZWVlDA4OMjExsSHeOQno6upqHj169NxFO13XKSsro7S0lIGBAcbGxtz7zM/PZ2pqyp20OwuEmaimcNp1VFRU8PjxY6lmFntCkhm7Zzc/A+zEYymlqK+vJysri3v37qWdRwaDQa5cuUJPTw89PT1bGothGJw5c4bz58/zxRdfuNu64dsDAJ2Y7PV6icVihMPhtNXMzm2f9/yqqqo4e/Ys9+/f3/K4hcgEiclis0KhEKZpurumncOtKysrqa+v5+HDhwwPD6PruntYqnO9srIyjh8/zu3bt5mYmABWF9q+853v0NzczMcff5xQRAerhXaGYRCNRp+7YPg8pmly6dIlXnrpJT7++GPa29tT5i+cA77D4bAcli123b5PMIv9RylFXV0dhmHw6NGjpAEzvo/RyZMnefToESMjI2knnk4FXVNTE+FwmIcPH27oUeesMkajUWsgR/UAACAASURBVEzTJBAIbKmCOV5WVhYnT54kHA7T3t6eth+eYRjoup52e6EQmSYJZrEZSikCgQAAc3NzbvzVdZ3S0lKKi4vp7e1lamrKvU18HKuoqKC4uJiOjo4t9dT0+/00NjYSjUbp6elhcXGRvLw8N8HsyOThJ7Ba5VdRUYGmafT398vkWeyqo5zMkKKPzdM0jebmZgzDSFuN7CzwXbhwgXv37rnti15ETk4Ov/RLvwTAJ598wszMTEKC2Xk80zQxTZNwOJw26b3Zn7ff7+fKlSsopbh27Vra+fRBt92/AfkbyryjHJPF5mVnZ6OUcvMGzllP1dXVVFdX8+DBg6QtNJ22QA0NDXz55ZfMzMxsuLy0tJQf/ehHLCws8OGHH27ITWTyjJKioiLeeecd5ufn+eCDD5idnU15XZ/Ph67rLCwsSDWz2DWSYBZbomkajY2NrKys0NfXtyFYOVuubdumuLiY+vp6Ojs7mZqaSmiLke73S9d1KioqqKysZGhoiKGhoQ0TYGdF0OfzbQj0W6HrOtXV1VRVVdHT08PQ0FDS6j6HVDOL3SQJZvE8SimCwSDRaNT9UK/rOpqmUV5eTn5+Po8ePXKrmtcfAlVVVUV+fj4PHjx4oUStruvk5+dTVVXF+Pg48/PzbmXH+nFaluUmmbf7AR1WD8wqLy+XamaxqySZIZ5H13W3gGF9RRvg7u6IRCKUlZVx8uRJvv76a3fLNrx4ItJJbF+5coW7d+9y9+5dd866vk/oZnozb3YsmqZRW1vLuXPnuHPnjvRmFrtGYrJIxylgi8VibjJW07SE85nu3bvH5OSke30n3mmaxrFjxygtLeXGjRtpD9pzzpp65ZVXuHHjBt98801CvsBJaMdisW1XMxuGwYULF7h48SI///nPuX//fsr7dPIl4XA4bYsmITJFEsxi0wzDoKmpidnZWYaGhoCNk1VnwlxVVUVpaSltbW3Mzc290CQzEAjQ2NiIx+Ohs7PTrcRw6LqOZVksLS0lbadhWVbaN4J4oVCIEydOEIlEaG9vT6ji0zQtYfxSzSx2iySYRTpOT+RwOMzS0pLbEsPj8VBeXk4wGKSrq4v5+XlM00yonNA0jYaGBizLStlDfyssy6Kuro6cnBza2tp49uwZkPgeEQwGWVhY2PZ2wfjJv8fjoaamBtu2pZpZ7ApJZuyOg1rpaZomp0+fZnp6mt7e3qTzU2euXFdXR21tLV9++SVzc3PuwaiZqJL1+Xx8//vfp6Kigvfeey+h9Vz8fZumiWVZzz0YarNjCgQCXLlyBeDQVzPvhIP6e7+XJCaLVJy+yeFw2O1b7LQKOnbsGFlZWdy5cydpFbCu65w5cwav18tXX321qeSsUoqcnBxef/11AoEAH3zwASMjIxuu4/ydr/9b93g8rKysbDpvUlBQwNtvv83Kygrvv/9+2l3dPp8PTdNYXFyUxT+xoyTBLDbFsiyam5sZGxvjyZMnGy53ehXFYjFKS0upqanhzp072w5imqZRVFREQ0MDExMT9PT0bAjw8QdVxY/X6/Wm3TaS7LGqqqqora2lp6eHwcFBt2fd+kSI9GYWu0ESzCIVTdMIhUIsLi6yvLzsTli9Xi91dXXEYjF6enoSEs9OjDRNk6amJpaXl+nu7t52JYVDKUVubi51dXU8ffqUgYEBN147l01NTblVHEDa7YKpPmivX/RzDostKSlhZGREqpnFjjrKyYz43rySCNvI4/Fw7tw5d/fdes6hT9FolPr6ekKhEJ2dnSwuLrpxOJOvq1KKiooKXn31Vfr7+7lx44ZbHLG+QMTj8aCUSnsw1FZ6M9fV1XH27Fm3mll+V8ROOcoxWaSmaRq5ubksLCywuLjozoX9fj/Nzc1YlsWdO3dYWFjYENssy+Lll19maWmJO3fubHmerOs6jY2NvPbaa3R2dvLZZ59tOJzaNE1s2952HkHXdc6dO8d3vvMdPv/8c+7cuZNyp6BUM4vdkPEEs0w4Dx+fz0dTUxNDQ0NJtz47iQKAhoYGYrEYo6OjbjUGbP/3wuPxUF9fT15eHl1dXYyNjW3Y6u0kHWzbxuv1YlnWlhLMjkAgQEtLC7qu09bWxtLSUsqqDqlmFjtJEswiGV3XCYVCzM/Ps7Ky4k6Mg8Eg1dXVRCIRuru7Ey4D3NjY3NzM9PR0ykNXt8swDKqqqsjLy6Ovr4/JyUk3wexsQYRvWx3FYrEtTbB1XU862ZdqZrEbJJlx8O3EZ5VAIMCpU6fo6elhbGxsw+VOD06AU6dOoWkafX19z20hl4mxWpbFxYsXaWxs5JNPPnFj//r7NQzDraBLl3zYSjXz5cuXUUpx/fr1LfX4F2KzJCaL9QzDIDc3l9nZWcLhsJtcDoVCbvui1tZWwuEwmqYlxEO/38+lS5cYGRlJ2uJos5xk9ve//33q6+v5yU9+wqNHj5IeApiJM0pyc3N5++230TSNDz74IG2xhfRmFjtJKphFWsFgkGPHjtHT05N024Wu6xiGgW3bHD9+nLm5OYaGhlheXs54wHK2nTQ1NbG0tJTyEEBYnUybpulu094qp39pZWUlU1NTPHr0KGUCZDeqmWXh5miSBLNYzzAMgsEgc3NzRCIRd2KclZVFbW0tc3Nz9PX1EYlEEioyNE0jEAi4i4XJdqJkWigUorGxkYWFBfr7+/H7/QkJ5vjnpGkaKysr245zTjVzaWkpw8PDUs0sMm4/JjMO6hzhoI57PefQ6I6OjoTDVB1OEYSu65w/f565uTl6e3sTdvntxmtRWFjIa6+9xtOnT/nFL37hzqHXF2w41czhcDjtXH4zY1ZKUV9fz9mzZ7l9+7ZUM2/DYfl72azNPt/9GJPF3jFNk5ycHGZmZhJ2+OXm5nLy5Emmp6dpb29nZWVlQ3I5JyeHixcv0tnZmbEiDCen8NZbbzE9Pc2HH364oQDOWYDcbrs6p///D37wA7755htu3bqVcrHQqWZeXl6WggyRUZJgFinl5ORQU1PDo0eP3L5F8ZzKZb/fz7FjxxgbG2N4eJhYLEYsFtuxiZBTHVdRUUF/fz9DQ0Mbqtk8Hg+GYSStltB1HWBT212car9gMMiDBw94+vRpyuck1cwi0yTBLOKZpkkgEGB2dtaNsZqmkZ2dTW1tLRMTEwwNDbknVcfLzc2lsbGRrq4upqend23Muq5TWlpKWVkZU1NTbnJhfULD6/W67TIysVDn8Xiorq4GkGpmkVGSzNh98fPJ/ZZky8vLo7m5mdbW1g1FDUopTNMkGo3i8Xh4+eWXefz4Mb29ve6Ou60+n+0+f13XOXXqFBcuXOCrr75yD4daf59On9JYLEY4HN5yK6P1/H4/V65cQdM0rl27JtXMImMkJguHZVlkZ2czPT3tFlo4hQfHjx9neHiYR48eEY1GNySXi4uLOXfuHLdv32Z0dHRHxvbyyy/z8ssv89lnnyUcwAobd2Mnu/1mCzGCwSCvv/46+fn5vPvuuxv6QMeTamaRaZJgFkkVFBRQUVHh9oaL50yYI5GIW7XR1dXFxMREyqC4E4LBIM3Nzei6TkdHBzMzMwmXa5qGUmpDItnv9xOLxTb0QkpFKUVJSQlNTU2MjIzQ09OTcoVRejOLTJIEs3B4PB68Xi/Pnj1zJ4CaplFQUEBVVRUjIyMMDw+7VXJO1QasTprLysp4+PBh0sXCF7HVJIff76ehoQGA7u7uhMo5XdfdxLlTzZyJ7YJKKQoKCigtLZXezCJjJJlxOGwlhqW6bklJCdXV1dy7dy/pXNmZD4ZCIS5cuEB7ezsjIyMvnFzOFOeA2Ndffx1N0/joo4/cXYrrF/8sy8IwDMLhcNp57Waei6Zp1NTUcO7cOe7evUtPT48kNMS2SUwWsFoUFgqFmJqaIhqNugnb0tJSmpqa6O3tpa+vb0MRnFKKqqoqmpqauHnz5oZ8QiYppcjPz+dHP/oRlmXx3nvvbUhmOwfBrk8mrz9/5Hk0TaOxsZE33niD1tZWrl27lrKaWdd1/H6/9GYWGSEJZrFBSUkJBQUFdHV1baj6cg5nisViZGdn09LSQnt7u1sRt9sTZueNo7a2lrGxMXp7ezckf9cfAhgMBllZWdlyRZvX66WpqYlQKER7e3vSrd4OqWYWmSAJZgG4PeWfPXvmxlhn4ausrIyBgQHGx8fdZG188qKyspLc3Fw6Ojr2vIrXqSKpqalhdHSUx48fE4lEMAwDv9/vbhnc7CGAm+VUMyul6O/v3/TiohDJSDJj61LNC/dbNfJWVFRUUFJSwr1795IePu0UYuTn53P+/Hm++eYbd5Erk3Pl7Ry8qGkaDQ0NfO9736O1tZXbt28njblONbNt22nbZrxINfP169cztvB5WGT67+Ig/51thsRk4ff78fl8TE9PJ+zwq6yspLa2locPHzI8POy2jItvTXTs2DFKSkq4devWhoXCnaLrOi0tLVy9epV79+5x7dq1hDm6Mw/OxK6+QCDAa6+9RklJCe+++y6PHz9O+X7s9XqlmllsmySYhcs5bToQCCTtOeysqEUiEYqKiqipqeHBgwcJWwL3ahLj9XppaGggJyeHzs7ODZVq8dtOgsHgC6/QKaUoKiqiubmZ8fFxurq6nlvNHIvFtt1TSRxNkmAWfr8fXdfdD+BOErmsrIzi4mK6u7vdyjOllDsh1HWd2tpaPB4PnZ2d+2pHhWVZ1NbWEggE6OnpYX5+Hr/fv6FqxHnPiUajWz7Bez2naqSsrIzR0dENB8UKsVmSzDjalFLU1taSlZXF/fv3N8RWTdOwLIvl5WXKyspobm7mq6++YnZ2NmVyOT5JvBd8Ph/f/e53KSkp4eOPP2Z0dNQdS3yVn2maWJbF0tJS2nNJ4m+XilKK6upqLly4wL179zYcfiXEZqzNeyQmH2GhUAjTNJmennbjjmEY1NfXU1lZSWtrq3vwqqZp7nzSaRfk9Xr55ptvdr1yVylFIBDg1Vdfpaqqivfff99tn+TQdd3d1bed9wenF/6bb75JZ2cnn332WcpiC2dXYTgc3vPCFHEwSYJZAN9O9CzLSjnJy83NZWFhgeLiYkpLS2ltbd1wyN5echIITU1NPHv2jIcPH24InkqptAlmJ5nxPB6Ph8bGRnJycujo6GByclJ6M4uMkwTz0eVMPAHm5ubcD+1OD/pQKERvby+zs7P4fD7C4bAbu0zTdA9D7e3t3XZydic4h7bW1dUxPz/P2NhYwocDh5Nkdqo4thtDLcuipqYGgIGBAalmFlsiyYyjTSlFU1MTuq7T3t6edK7sJGFLS0uprKzk1q1bLCws7Nse0g6lFOXl5Vy9epWhoSFu3LjB4uJi0kSzx+NB0zSWlpa2Xc3s8/l45ZVX0HWda9euSTWz2DJZ9Du6srKy0HXdLbSA1Rjc3NxMfn4+9+7dc3ccx1cuW5bFhQsXWFhYoLW1dU/nyZqmUVVVxVtvvcWTJ0/46KOPmJ+fT4ifzu7xZPHWKaLbzHPw+XxuQvu9995Le5ChU80cfxitEJshCWaBruvU19ezvLxMf39/ykBTVFREVlYWgUCAzs7OtId+7CXTNKmurqa8vJzu7m734EGHrutub+b148/OznarTJ7H6e/Z0tLC1NQUDx8+TLpN0qkqNE2TWCy2ryoJxf4mCeajyVkIi0aj7iKeUz1WV1eHZVluH2PbtvF6vW6i1Ofz0dTUxNTUFIODg/syRsczDIOKigrKysro7Ox0k8zOuH0+n9vT3tlyvt0PApZlkZWVRVlZGU+ePHHbiwixGZLM+NZ+TZbuBGdL8/LycspCDOeDfn19PQUFBW5VXPx27N080O9F7tM0TV5++WVOnDjBT3/6U/r6+jYczAqrsdvj8bCyspKy8m+r1cznzp3jwYMHh76aOdMV60fp7zAZiclHj1OkEI1GmZ2ddf+mLMvixIkT+Hw+WltbmZ2dxTRNAHc3cSAQ4OLFiwwPD9PV1bVvYo3H4+Hy5cucO3eOn/3sZzx48GDDfNc5NDZ+zKnOnErFibdvvfUWfX19fPrppxtag/j9frcwzvl/qWYWmyUJ5iNO13W34ndoaCjpBMU5NOrEiRPYtk1bW5tbSbafJzVZWVk0NzcTi8Xo7Ox0W3k4Y04WkHNzc3n69OmWnpNlWTQ2NlJQUEB7e3tCsiI7Oxtd15mamgKkmllsjSSYjx6lFKFQiJWVFRYXF91Js8/no6qqCsMw6O7uZnFxccOOi1AoRFNTE4ODgweuBUR2djY1NTWsrKzQ09PjLmAGAgE3geH0pFNKbfok7fWcKr2hoSG3mll6M4utkGTG4bHZOaxhGJw8eZKnT5+mLMTQdR3TNDl9+jTLy8vuXHn9gVL7xfPGVFhYyNWrV3n27Bk///nPmZ+fBzYeApiJaubi4mKePn2KpmlcvnwZ0zSlmllsmsTko0UpRW5uLsvLywkxIhAIcOrUKQDu37/vXhZfuZyTk8PFixfp6OjYt0UYRUVFvP3220SjUd5//30mJiYSLo+fB2+H1+vlBz/4AY2Njbz//vv09PS4uZ3CwkKePn3qLh76fD7pzSw2TRLMR5hlWRw7doyJiQmePHmS9DqGYWBZFi0tLTx79oze3t6MbFPeLbquU1paSl1dHcPDw/T19SVsI19ZWUHTNGzbJhaLvVCC2ZGfn+++Tp2dnSwtLbmHccUH4/iTxaWaWaQjCeajRdM0srKyWFxcJBwOu8llv99PY2MjCwsLbluH9RVQeXl51NXV8ejRo4StggeFpmkEg0Fyc3PJzs5mbGyMsbExt3IivkJO0zR3u+CLxND4xHx8b2apZhabIcmM3bXXyVnLsjh9+jQjIyM8fvw46XVM08Tj8XD+/HlmZmZob293F8H2evzpPK+S1jAMjh07xqlTp2htbaWzs9M9RHb99bxe73MP0E71WliWlfB6HaVqZrF9EpOPDk3TyMvLY35+3q26VUqRlZXFyZMnWVpaoq2tzS3QiI83JSUlnD17lq+//prx8fG9egqb4vSH/sEPfsDXX3/NrVu3iEQiZGdnY1kWk5OTbluM7ezqc87feueddxgZGeHjjz92FxOTjUmqmcVmSIL5iPJ6vTQ1NfH48eMNK2MOZ8J84sQJd2LtTCz384Q5GZ/Px7Fjx/D5fLS1tREOh6mtraW7uzshQZGTk5MywbyZ5+xsYS8tLaWzs5MnT55Ib2bxwiTBfHTouk5WVhbz8/NuMtWZNNfW1jI3N0d/fz8rKysbYlFpaSllZWV0dHSknBjudx6Ph2AwiM/nY2pqirKyMizLYnx8nKdPnyat1PB4PMRisQ3bBV+EZVlUVVWh67pUM4u0diuZsZ/nWU5iEnbvYLq9eD38fj+nT5+mt7eX0dHRpGMyTROfz8f58+cZHBxM6Ht/UH6G8db3WnYOxz5//jw+n4/PP/+cmZmZDW0znOIJwzAIh8NpDwHcbG/mS5cuYZom169f39CTVAiHJJiPBl3XycvL49mzZ+4cTSlFXl4eJ06c4OnTp3R0dLg73uJjWW1tLfX19dy8eZPZ2dm9fBpbEgqFuHr1KsXFxXz22WcMDQ0RCAQYHx93n2O6aub46u10LMviO9/5DqdOneInP/kJDx8+THk7qWYWzyMJ5iMoEAjQ2NhIb28vMzMzGy53tiEHg0FaWlro7e1Nmyg9KJxKtfr6eiYnJ2lqauKjjz5ieXnZrWL2er2Ew+ENAdM0TQzD2NCjKJXc3FyOHz/O/Pw8nZ2dKW8n1cwiHUkwHw1OvJ2bm3PjgKZp5ObmUl1dzdTUFENDQ0QikYRJs3MwSDAYpKura88qCjKVRKmoqCAYDNLZ2YlpmoRCIaqrq5mYmODx48cbqjRCoRDz8/MYhoFt29veLijVzGIzjnIyYyt/69uNC3udnA0Gg5w+fZqOjg63zdl6pmmSlZXFSy+9RHt7u1uIsZ8lWxxYn2xenziG1QW98vJyLl++THd3N19//XXSHY26ruP1eolGoynPapHezCKTjnJMPioMwyA3N5eZmZmEIoyioiJaWloYGxujq6trQxGGpmmcPHmS/Px89+DSnbQT71uaplFTU8OlS5d48uQJN2/eZGFhwV3gdA7/S9aHOX53yGaUlpbyzjvvMD09zU9+8hO3veh6Us0s0pEE8xGTnZ1NfX09XV1dSYOGc0BJQUEBjY2NtLe3MzU1te9Pv94sTdMwTZOcnByuXLnCjRs33KqU+Amvs+LnPFePx4NpmlvqB6frOrW1tVRWVtLV1bXhsMF4TjXzysqKTJ6FSxLMh59pmgSDQWZnZ92JoaZpFBYWUlFRwfj4eMLuEYdlWdTV1QHQ1dW1pydgv6j1SQanl6eztdGpoCsuLiYYDDIwMMCzZ8/cio3s7Gy3HYhhGGia5vY83Q6pZhbp7HUy46DNww7aeGG1SKCpqYm2trak1W7OGR75+fmcPXuWO3fuJCxIHcTn7EiX/DUMw+1zWlJSwmeffcbY2FjC9eMP2zJNk3A4nHLxb7OJZq/Xy8WLF/F6vVy/fj1l0kMcTXsdk8XOsiyL3NxcJicnE4owysrKaGhoYGhoiL6+PiKRSELFrmVZnDt3jmg0yt27dzfEoYMQp+NbbXq9Xs6cOYNpmgwNDTEwMEAsFnPnv06SebutTE3T5OLFi7z00kv87Gc/o62tLeWhtl6vF8MwmJ+fl/yFcEmC+QjJy8ujqqqKhw8fsrCwsOFy5zC/wsJCGhoauHv3LrOzs4diwgyJE1lnu4xlWcRiMQYHB91VTeeDg3O9aDSK1+vFNM0XmtRmZWVx/PhxIpEIbW1tG177+MoRZzzbrcQTh4MkmA83y7Lw+/3Mzs66EzNd1ykpKaGwsJDx8XFGRkawbRtd192Jtcfjobm5mZmZGXeCedAkSyw4lcjxyXKlFLquk52dTWlpKQsLCwwODhKNRsnOzmZ6ejrhuqZpYtt22gn2Zt7LnENkKioqGB0dPXCHJoqdk+lkxkGfWx02RUVF1NXVcf/+/aRtGZzD/EpKSmhqauLWrVtua7XNJkz3q82M39l5l5+fz5UrVxgdHeXLL79M2u7NqWaOxWJJdwfG3+dmYnJVVRXnz5+nvb097Rbuo0TihySYDzOv10tWVhaTk5Pu3FDXdSoqKqisrGRoaMidE8bz+Xy89NJLTE1N0dHR8dxYkam/o3QxdKuPoWkawIZznEKhEJcuXSIWi3Hr1i2ePXvmFmQ4Z0o58+DtKCoq4p133mFxcZH3338/6a53WP15BAIBlpeXpSBDAJJgPjKKi4spLS2lvb096STQOZG0rKyMkpIS7t+/z8LCwqGZMK8fu1KKkpISxsbGyM/Pp6SkxD3s0LIssrOz3WoUp+rZMIykFcybecPQdZ3q6mqqq6vp7u5maGjIfcNY//pKNbNwSIL58PJ6vXi9XreXJXxbHdbU1MTU1JR7ojN8Gx/8fj8tLS2Mjo7y+PHjAxmXU8VMZ6vf+g8KSikqKysZHR2lsLCQvLw8t6o7PsEcfz/O4uCLVHbHjy++mnlgYGDHt1eK/U+SGYdXeXk5FRUV3L17123vEF8E4PF4UEpRXl5OTU0NN2/eZG5u7rlz5YOQBEw1/lRj1zQNr9fL8ePHaWho4Pr16wwODibtzWyapnuwdvyBrZt5nPWXe71eLl26hM/n44svvpBqZiEx+ZDy+/0EAgEmJyfdz8OmaZKdnU0sFsPj8TA6OurGX+c6gUCAixcvMjg4SHd3976Pvck4rTtTjV3TNGprazl9+jSdnZ08fPiQwsJC5ufnExbztltsYRgGFy5c4PLly3z66ae0tramnFf7fD4Mw2BhYeFA7qoUmSMJ5iOgoqKCnJwcHj58mDCxc7ZT5OTkYBgGOTk55OTk0Nraemj66cRvLYmXlZWFaZo8ffqUaDSKx+OhoqICj8dDOBwmPz+fL7/80g3wTsVKssrv7OzslKt66wWDQU6cOIFt27S1taVsueGsREajUalmPsIkwXz4KKXw+XyYppmwQ8SyLLxeLwsLC7z66qvcvHkTr9fL9PS0G7dDoRAtLS309fW525IPmnSTZsMwME2TpaWlhMs1TePq1av89Kc/RdM0fD4f5eXlWJZFR0fHhv5ygUCAcDjsVn9spf9cKnl5eVRUVDA2NuZ+oBFH00GtYN7vxQJ7nYStqamhoKCA1tZWtxDDOZNkZWWFUChEcXExfr+f3NxcvvzySxYXFw9FIUYqRUVFBINB+vv7N7Rpgm+Tx9nZ2Vy5coVYLMann37qFqjAt6+JE7sBFhcXt1VAoZSioqKCCxcuSDWzkATzIRQKhfB6vUxMTCS0UXN2/ZmmmVAw5/w3JyeHCxcu0NHRwdDQUMbGs5vv0/GVy+sX65zLnFYYfr+f8+fPk52dTWtrq1t8YVlWQhXz+vjoFBZuNseQn5/PO++8QywW47333kt5LoGu6wSDQcLhsFQzH2GSYD7EnMMxvF4v3d3dbhBxkq7Oh/zy8nJyc3MB6OzsPDQJTed5GoaRcCBAWVkZzc3NfPPNN8zMzKBpmrvSlpWVRWlpKRUVFXz66aduPycnSe0kR+KrjwsKChgfH9/0uJyDuWpra+nt7U26tcdhGIY7fpk8Hz2SYD58QqEQQELVldPj3Tm046233uKjjz4iEAgwPT2Nbdvk5eXR2NhIV1dXyondfha/2GdZVsJiZ/xldXV1+P1+enp6Ehb0nK2QDsMwyM/Pp6ioiCdPnjAxMeHGyOzsbBYWFtz4bRgGkUhk2xUV0ptZwO4nM/Y68XoYpHsNlVLU19cTCARoa2tz58CaprnzQ9u2MU2T6upqCgoKuH37tluIcdCTy6l2+dXX11NXV0dRURHz8/N88sknCTtu1l/f6/VSX1/PiRMnuH37Nt3d3QnzVicRb5qmW8yx3cW/9dXMTjV5psnf4P4mCebDJTs7G13X3fkvrFbHWpbl9sR3Fqs0TXOLtQoLCzl//jx37txxz1dy7Mbf8PrH2Opjxs+F19/WyUU481jTN7z4YwAAIABJREFUNNF13U2yOzvQ5+bm6O3tZXl5GV3XMQwj4QDA7cyDdV3n7NmzfPe73+WLL77g9u3bUs0skpIE8yGlaZp7AJTT+B5Wg0N8gtQ0Tc6fP8/MzMyhrADQdd0NwIZh0NDQ4F42NjbmJmrie38GAgHq6+uJRCIMDw+7E2rnw4YTqJ2VRadX6lYFAgFOnDiBpmk8ePBgwza/+D7Q0pv5aJIE8+GhlCIYDGLbdsLOBb/fj1LKrfjy+XxcvXqV999/n2g0ilo7Jbumpoa2trYDuR14fQLGSS7AtxXN8QufhYWFVFdXMzw8zMjICLFYjLy8PCYnJxPuV9d1fD4fJSUlGIbBwMAACwsLboI5flHVOQQlPqHxIh821vdmHh8fP3TvmyI9SWYcHpqmcfz4cWzbpqOjw/0g7FSKxc+VL168yNOnT+no6HDn1Ac58ZgqMW6aJmfOnEHTNO7du0ckEqGhoYErV67Q2trK3bt3U267NgyDUCjESy+9hMfj4fPPP3cTQs71ndfW6/W6733b7c18mKuZD/Lv2G6RmHw4KKXIycnBtm33AGdYTVZ6PJ6Ez+OhUIj5+Xk3FldWVnL8+HFu3ryZcNuDIlm/Zcf63E38bSzLcnc7G4bByZMnqaio4Ouvv+bJkyfYto1lWe5OHKdqeTMxJf59MP76ubm5vP322+i6zrvvvsvU1FTS+5PezEeXJJgPIV3XaWxsZGlpKaE61gnIS0tLLC8vo5SisbGRaDSa0KPoIE9m1k+YnQSzYRg0NzczOTnJwMAA9fX1TExMJLwJOQlkp7oiEolQXl7OysoKjx8/Znl5mfLycjfh4QTdzVQwm6ZJNBpN+uZQUVFBfX09/f399Pf3J3zAiX8u0pv56JEE8+HgHMqxsrLiTrKcpGpdXR39/f1utW1ZWRmWZdHT0+PGh6KiIh48eHAg+/8mS2I4Ceb4BM76A/48Hg81NTX4fD76+vowTTNpnM3NzSUajWJZFiUlJUxNTbG4uMjc3NyGBTmnBUckEnnhag7n/dGyLCorKzFNk76+Ppk8HyH7OZlx0Ktpd5PzYdyp+Fp/uCjgtkg7d+4ci4uLtLe3H4r5V6rfE+fwqJGRETo7OxMSC36/n+9973sUFhby8ccfu8mL9ZykR3l5OefPn+fhw4e0tbW5leDxt3F6M0ej0ZSt+Tb7O+31erlw4QLBYFB6Mx8x+zkmi81xFu9XVlYS/nadnveRSISFhQWWlpYoLS1lYmKC+fl5lFI0NTVRVVXFtWvXUrae3M64HOl2wTzvOuk8r3WcEztTcea2zm7n3NxcLly4wNzcHLdv30bXdfx+P0+fPk0okks1/40vcIs/YDyeruucPHmSH/7wh9y8eZOvvvoq5cKrU808Pz9/KN4/xfNJgvmQMU2TpqYmJicnGRsbSwgeubm51NfXc/v2bTRNo7q6mrm5uYR+kocpuQyrAbCgoICamhp6enrcgwLKysrQdZ2hoaENz9fpheqcylpUVERBQQEjIyN8//vf57d/+7fdx3ICuXOCeLxAIOD2mfN6vWnbXPj9fo4fP45hGLS1tTE7O5v0+TjbC23blmrmI0ASzAefpmlkZWWxuLhIOBxOiLE+n48333yT3/md30HTNAoKClhaWuLp06fouk59fT1+v5+2traUByPtZ6m2XjstMtYnGgzDSEiiO9UsdXV1RCKRhO3rjrNnzzIyMsLExASmaVJSUkJ+fj6PHj1K6HHtxE6nXYaTaN7qeQPxz8n5QFRWVsb4+LhUMx8RkszY6CDMHePHaFkWp0+fZnR0dMM80IlRsDrHa2pqYmZmJuF6B+H5ppJq7KWlpZw9e5bW1laePHniLsLFxzQn2XP16lUmJib45JNP3D7U6zmH1p46dYri4mKuXbvG6Oho0hjp8Xjwer0sLi4mVEev/7ms/16y51ZeXu72YD1s1cx7aa9+5zfzuBKTDzZN08jLy2NhYSGhNZqz+6y0tNSdX9XX1zMzM8Pjx4/RdZ1Tp06RnZ3NjRs3duz8qPXzvq3GpXTiCy3WP2Z8C0/ne2VlZSilGB4e3hCb49toaJpGY2Oj21pvaGiIubk5dF1PaPcZn9h27sOyrA1noaSSnZ3Nm2++id/v5/d+7/dSFtw5Se7l5eVDc86XSE0SzIeIx+OhqamJkZERxsfHNwSturo6cnNzuXfvHrW1tUxPTycEgoM8YU4WoJ0e1EVFRbS3tzM/P+8GUsuyOHXqFEtLS/T09GyoDHTe1JwVPq/XSyAQ4I033uB3f/d3Ew52cf4LiVtbsrOzWVlZcbe5OyeSp+K8cTQ2NjI0NORWNabaduJsd5HJ8+ElCeaDTdd1QqEQCwsLCX3gYTVmBYNBXnvt/2fvSpriytLreWPOAzkPQA5MAiSBZqlVUpVKNbi6wxFub7zxwhtH+B85whtvvPHGEe1wtLurS0O1qoQkkIQEYoaEzIRkhoScRy/wvfVygkQgkal6J0KBIDPflO9997vnnu98X+EPf/gD7HY7otEoYrEYrbgoFouYnp6uqh5odNQaT0iliPSceJ6H1+tFKpWq2pSF53m0trbCbDYjGAyWdBS32WyIxWJ0UsLzPPXSj8ViWFlZKfGsIyoKnU4HjuMQi8WOdX2rnZcgCFTNHAwGm1JpLqN+fAwyo5nzsUaHSqXCwMAAAoFAhU8nANrUGQD6+vqwsrKC1dVV+nozfzfVjp1lWfT29sLtduPFixdUPUhibLVzFQQBV65cQX9/P548eYK5ubmqCjxC1tvtdly5cgUrKyt49epVyUIhwxw0tdZqtUilUlTNXGt7tY5JCoVCgStXrkCn02FoaIjadMj4NCETzM0LjuNgMpmwv79fUglG5uHkZyaTgdfrpdXHJAYBKFHPfkychGwmtnBApS1GNUWzIAjo7++H0WhEe3s7tre38eOPP1ZUanAcB1EUkc1mkcvloNPp0N3dTfPraDRKlcmkQodwHRzHgWGYmtxDLZAx5P79+3j16hVevHhRUxSjVCppzxnZm/nThUwwfyLQaDTo6urC4uIitX0oD3znz59HKpWCKIpYXl5GNBo9q8M9dZRbUAiCgO7ubjAMg9nZWRropNeD53m4XC64XC6Ew+GK1UAANNiSINjb2wuWZbGzs4P19XXqZ0QGAwBUsUyaee3s7ECtViMej9cVTFUqFXp6eqBUKmlDr2rPo6xm/vQhE8zNC+JFub+/X5L4Sj3N3G43+vr6MDo6ir29PRqf+/r6kEgkMDc3d6IFpLMgQkjCTJJnacyrljSrVCr4/X7s7u5S+6Fa0Gg08Pl8KBaLCAQCSCaTMBgMiMfjVQkLu90OnU6HSCSCVCpFPeoSiQTMZjON5adlPdTS0gK3243NzU2sr6/Li3+fKGQyozYanXzV6XTo7+/HzMxMzWapLMtCo9Ggu7sbgUCg5H2Nfn61UIv4EEURly9fBsdxGB0dpao1UkZd7TPSbba0tODLL79EPp/Hw4cPS6pGpCB++d3d3fD7/Xj27BnC4TAlj7RaLZLJJDKZDPULJWRzrfy3Hm9ml8uFq1evYnp6WlYzf8KQY3Jzgud5mEwm7O7uUutOItoieTLP81Cr1bDb7VhdXcXe3h5t7hmNRvH27dszea7LBWZA/Spmqd9yuUCumt+yVqvFlStXsLq6irm5ObAsi4GBAQwODmJ4eBjj4+MV/IIoiuA4jpL2ra2tGBwcRCAQwPT0NLLZLG2CTY6DHMv7VkzqdDp89dVXsFgs+OMf/4iVlZWa44FarS6xDZTxaUEmmD8B6PV6+P1+zM3NVXgPSZOwvr4+qNVqquZtdkiTX1EUkcvlUCgUoNFo0NPTg93dXYTD4RIz+2qrjYTg4HkeCwsLVZUOJABbrVbs7OzA5XJBo9EgHA5jb28PbrcbGxsbNCjr9Xq0tLRgZ2cH0WgUer0eiUSi7hVWYs1x7tw5rK2tYX5+viaJLKuZP13IBHNzQhAEaDQa7O/v0woGEnekieX58+ehVqsxPDyMYvGgwV9/fz82NjYQDAabjsiQnqdUCQFUrzIxmUx0gY8seNZDGthsNrS1tWFtbQ3JZBLRaLQiPmo0Guj1esRiMXg8HnAch7m5OTAMg1gsBovFAo7jsLa2RlUyxAP6JNddEAS43W4oFAqEQqGSck8ZnwZkMqM50dLSgp6eHmpDVgsejwdOpxPj4+MlOfWnRi7r9Xpcu3YNy8vLmJ+fL/FIlpIm1T4rBen7cvv2bbx58wajo6M1c12e52E2m3Hjxg1kMhla1k6aWJP9sywLhUIBAPT1es+rHETNrNfrMTQ09EmJa04TZ31/n2T/ckxuPoiiCKPRiJ2dnQqBgNQaQqPRQKFQIB6PI51OQ6PR4De/+Q1CoRCmp6c/6j1bHhcB1OQXaqGW3zJRFZfnoE6nE/39/RgfHy+ppAEAo9GIzz//HGq1Gg8fPsT6+nrJZ6VNAHO5HBQKBQYGBmCxWDA8PIxoNAqn04nl5WVKatfiEWo1GiwHwzDo6OjAt99+i+npaTx58qSmJYZCoYAgCEgmk7Ka+RODTDA3OUwmE1pbWzE7O1vV5gE4CH6EhJ6amqKrRWedTJwE5YmlQqFANpuFyWSC1+vF0tISdnd3S1TNh50vKdHxeDzY3d1FMBisuoLX0tJCu9jq9Xq0tbUhGo3i8uXLePDgAW04ABwMCvv7+9jb24NGo0E6nUYul4NWq0Umk6lrhVChUKCrqwtGoxGTk5OymvlXBplgbj6Iogi1Wo29vT2qApNO2ElJmlarhdvtxsLCAlKpFHQ6Hfr6+hAMBhGJRM74LI6P8vjKcRwAlDQUIWBZFm63Gzqdjp7/caFQKODxeGAymTA9PV3hg+92u2G32zE6OgpRFGE2m+mi3/LyMqxWK3iex+rqKi2JJwpnYm10EhiNRrjdbmxvb9f0HZXRnJDJjOaD1WqFx+PBxMTEoYs+ZrMZvb29ePXqFX3fST02zxK18l6Xy0VJi42NjRJSo5Yn6FFQq9X47LPP4Ha78eDBA4TD4arbIeRxR0cH+vv78fr1aywsLJSQF2TMUKlUlIColdvW683scDhw7do1zM/PY2pq6pMiNJp5PncakGNyc0GpVEKv12Nra6vCY1h6L5vNZtjtdtpc1Wg04tatW5icnMTi4uJHO95az1et2FONiCbnJm2cKn2t3G+Z2E5YrVaMjIwgFotVPQ6O4+D1enHnzh0sLS1haGioIqcm+Tghtm02G65fv46trS1MTExgd3cXLMtSgpsIYUhDbGKjoVAo6vZmVqlU+PLLL9HW1oY//vGPCIVCNW3z1Go1crmcrGb+hCATzE0Mm80Gm82GmZmZqmQlSRJNJhMsFgsCgQBN0Jo5GammrCCDld/vx7t375BKpUo6pNabMIuiiLa2NpjNZiwuLmJjY6NqMCfKPI7joNfrcffuXYyMjNByEGK0z/M8isUi9Y/K5XIwmUxIpVJ1K9sYhoHFYkFvby+2trZKLD/KIauZPy3IBHNzQalUQqFQVDSXk6JYLFKyMxAI0BhNGnFsbW2dxaGfOkjsK1c8iKIIn8+HdDqNUCh0okk+wzAwGAzwer2IxWIlC4NqtRpKpRLb29s0uVYqlbBarcjn88hkMmBZFpFIhDZ23dvbozGULNYdVh5+1BhK1MxKpRLBYFBWM38i+LWRGc2cLwIHi01OpxNjY2M1lVQMw8DpdMJkMpXk1M1MLlcDy7Lw+XwwGo2YmZmhjahJjH5fcpmAYQ6a7H355ZdYWVnBzz//XJOQIH75ly5dQiqVwuvXr2nMlRLePM9DpVKhUCjQ4622X+Do70kURVy6dAktLS2ymvkTwq8tJjcz1Go1NBpNSS8NoDRXJiKu9vZ2aufgcDhw5coVvHz5skLJ28iQei1XUy4TvgAAzYeVSiWuXr2KZDKJt2/fHikcI7ZwV69eRVdXF548eYKFhYWK60ua12YyGfA8j66uLoiiiK2tLSwvL6NQKNAmgGq1GgzDULHM+567x+PBd999h8XFRTx+/LhmjxKFQgFRFGVv5k8EMsHcpHC5XNDr9Zibm6tZikYmBTabDdvb2/R9zT5ZICtrwEGwJn7L0WgU6XQaOzs7lFyuxxupmm2GVquF3+9HPp9HIBCosBSRrugVCgV4PB7odDokk0mEw2Gk02nqbUTKUojhfktLCzKZzLFtSgRBQFdXF6xWK6ampipKYaTHJooiLTmU0byQCebmgVqtBsdxFQ03qk18jUYjUqkU0uk0HA4HVdY1WyOiw+Kr1NeNkAVarRZerxcbGxs149f7gOM4tLa2wmKxIBQKYXNzE0qlsuL7IHHbZDLB4XAgkUhgcXERHMdBqVTS5idkm0TNcdLmMQaDAW1tbdja2pLVzJ8AZDKjOUAmt0ajEe/evTs0H9JqtXC5XFhYWGiqXPk4BLhCocClS5eQTCaxvLxMc+XjnGO9fqOCIODSpUvo7+/Hzz//TC04qm1PFEU4nU5cvHgR4XAYb9++rSgTJwSKQqGgXs2HHd9Rama73Y7r169jYWEBk5OTMqHR5JBjcnNAq9VCFEXs7OxUWDmUk6/S3kbt7e3o6+vDs2fPsLOz89GPW4rjjguEYJYqmKULemRb5KfJZMLVq1cxNzeHxcXFY+WLDMPAbDbj3r17yOVyePToEe3LRUAq9nK5HHK5HAwGA27cuIFEIkErdxiGgVKpBHBAepN/7wulUom7d++iu7sbf/rTnzA/P3+oV7+sZm5+yARzk4FhGLS3t0MQBAQCgUMfeJJolZcnfwogK34ajYYSFsQ+gngxH8dDrtY+7HY79foMh8MV15uQ3WazGXt7ezAajbBYLNjY2MDW1hY8Hg9WV1epgoNhGOj1euRyuQq/7HphMpnQ19eH/f19TE1NVVXkkHIbWc3c3JAJ5uaARqOh3r4EtSbiJGYUi0W0tbXB4XBgfHy8qdSth/nQkddJvCPjj9Vqhd1uRzAY/GBEurQJYCQSQTabrSD8lUolHA4H1tbW4HK5oFQqaXPB8kScJNkkET+pN7PL5YJKpZLVzE0OmcxofDAMg66uLvA8j+np6WNPjpuBXD4OjEYjBgYGEAqFqHe91G+5Hu97oNRvVPp7rc8YjUZ8+eWXKBQKePToEbWYKwdprHjlyhW0tLTgp59+wubmZlW1n1KpBMMwp6JmHhwchNlsxtDQUEX8l9E8kGNy48NgMNDGylLU8iQmr3V3d6O9vR1Pnz5973nzWaFcEAf8UgVdXqlBFkS7u7vx+vVrbG5ulmzrOOMRx3Ho6enBjRs3MDY2hjdv3lQssIqiCIZhaDWfz+fDuXPnMDk5iXA4jNbWVoRCoRLbolp5cL3jZWtrK373u98hEonghx9+qJkHy97MzQ+ZYG4isCwLv9+PXC6HYDBYl9F6tUn/pwCWZeFwOGCz2bC4uIj9/f0Sr89qBAjBca+BQqGA1+uFVqvFwsJChdcncNA5NZ1OI5vNQhRFtLa2gmEY+Hw+vHz5Ejs7O/T6K5VKsCxboWDmeZ42MjgKPM+jo6MDDocDMzMzWF1drUnwfGhv5k/pvmo0yARzY4NUOxQKhZLnVuojV81iBwB8Ph+0Wi0mJibeu2PzWaDcI+8ogoJlWbS2tkKlUiEQCHzwc2VZFlarFV6vF5ubm1hcXCxJUI1GIzo7O/Hy5UtwHAedTof29nak02nMzc1VKOcMBgNisViJ4uMkkNXMzY+TkhlnNWb+WsZq4l2ZTqcryoTrwad0nQhp4fF4MDY2hmg0emzVcq3tSnHY9liWRWdnJ+7cuYPp6Wk8f/68Zj4qiiLsdjtu3LiBra0t/Pzzz1XHDEEQoFKpkE6nD7U9OerYAFA1cyAQkNXMHxDSeclpP18ywdy4IFZmhUKhRFxQLZeUguM4XLhwgdrZNJOilYi8yDmVj0HlzwDP8zh//jz0ej2Gh4epjcRR1+gokIaINpsNjx8/pjae0uMglX25XA4ajQaXL1+GQqHA69evqXCP2MYRfqU8RpIq7XqtSG/fvo3z58/jL3/5C2ZmZmp69cvezM0LmWBuEnAch87OTsTjcdrtEzhQY6XT6aqDtvT3Tylh5nkeXq8XPM9jaWmJNmSq5XkKVFddHIeAJ0oMv9+PWCyGxcXFiqSWZdmKzrdXrlzB2toatTKRrmYSMpzsUxAEaLXaY5X/GI1G9Pf3I5lMYnJysqa3kezN3JyQCebGBcMw0Ol0yGazJc8dz/NgWbamfy/HcVS5PDIycmLC8mOiFrlM/l8OsjgXj8exsrLy0WIPKbv2eDyU2N7f30exWIQoitBqtdje3gbwS5dtu90OjUaDSCRCFxEZhoHJZML29jYY5sBTn2GYQ+NoPWMtz/NobW2VvZmbFDKZ0bjgeR79/f2IRqNYWlqqO+9VKBRQqVRUrPApiDN4nkdfXx+USiX1n/6QMfio66RSqXD79m1YrVY8fvy4QhhBQFTKfX198Hg8eP78ecm8R/o+lUoFlmVr+nbWSzITS4+WlhY8e/ZM9mZuMsgxuTHBMAy1hSTqY2J3o9PpKnyYpTCbzWhrazvS3qjRICWXaymzpVCr1bh8+TJ2d3dLFrjK+Yr3JZpZloXL5cK9e/ewtraGn3/+uULIJggCOI6ji3kOhwNWqxXpdBrz8/PIZrOU4yDbJNXi7wun04nf/e532NnZwffff1/TXlAURQiCgEQiIfMXTQSZYG4CCIKAjo4ObG9vY319nf6d4zh8/fXX+P77749cHfsUQMqV/X4/4vE4LYEGUKFarkY2S8mQ8vfVC57n4Xa7aan3+vp6xbUnCsV8Pg+73Q6j0QiO4xAOh2kAFQSBkuJkNZDneeh0umP7S3EcB5/Ph9bWVszNzdUkcj6GmlnG6UImmBsTLMtSz3WpukqpVOLixYuYmJioWcrH8zy0Wi0sFgsymUxJHGtkkAQXKFVj1JrAkwYtkUjkzBoXEuWMx+NBPB6nXaw1Gk1JnCXksU6ng81mo1VC2WyWEszS8saTqpnJ+GwwGOB2u7GzsyOrmZsIMpnRmBBFEX19fVhbW0MkEil5jfTDqAWNRoPr168jGo1icnKSKqaaKY+W5v0ajQYDAwPY2tqidnqnoVw+zjFUA8uycDqduHv3LjY2Nmo2AST5qk6nw82bNxGPx/H8+XMkk8mKfZy2mvnatWsIBAKYmpqS1cxNAjkmNx5YloXJZEIikUAikaDkpFqtxp07dzA/P4/Z2dmai0zVlLIfGiflTqR5cj3kstVqxcDAAKamprC8vHzsYznOsQqCgIGBAVy4cAHPnz+vsI4iMRcAstksFAoFzp8/D6vVipcvX2JjY4NWYedyOXqeJ5m/CIKA69ev4+rVq3jw4AEmJiZqqpmJN3OtGC+jsSATzA0OpVKJzs5O2pBDCovFgt/97nf4j//4j5pB+FMimltaWtDW1oaVlRXq4yYlaauptWv5xlXDca4T8X7mOA4LCwuIxWIV+2VZFgaDAalUCjzPw+VyIZVKIRKJwOfzYXV1FXt7eygWi3QwlRLMx1Wg6/V69PX1IZfLYXJysmpjwmKxKKuZmwgywdx4ILYK8Xgc2WyWxhSVSoWrV69iZWUFc3NzVT9LlLUkeXM6nchms9ja2qKemI0Ico6k6qL8tXK1n91uh8lkwuLi4pmrc0ksdrlcsNlsiEQiSKfTFaS3VqtFe3s7ZmdnYbVaYbFYsLq6inw+T5thERDVc6FQOLGKgyxaqlQqhEKhYzd/lfHxIZMZjQe1Wo2+vj4sLi5WeFcKggC1Wl2iSi2PW4T8MJlMMJlMiEQidJGwUeNyLdhsNvT29mJubg7r6+s0Tz6q4uQ0cVTOKiU7nj59Su2Jqm1HoVCgs7MTfX19ePXqVVXbE5ZloVAowHHcob6d9eTSoiji4sWLsFgsePbsmezN3ASQY3JjgeM42psolUrRPEyn0+HevXtYWFjA27dva5LLgiDQ/JqogQmp+THjcb37I8QyeX89FqZ+vx+tra0YHR2tGJuOc2zHvR5GoxGff/45eJ7H48ePK3Jh6fUvFouwWq24cuUKNjY2MDU1BZfLRRctib1GrSaA9V4/q9WK3/72t0in0/jf//3fmhUkCoUCoijWrFiR0TiQCeYGBmlYVK0pEsdx6O3thdPpxIMHD6oGM47jaioWWJZtGnKRYRi4XC60tLRgcXGRlqOTczsqgNUbrAEci9BlWRYWiwXt7e3Y3NykxIUUpAtrOp0Gx3Gw2WzQarXwer0YHx8vUdkw/+/nWs2jSqPRVJSPVAMpv/f5fJifn0c4HK5QG5JrRlYqm8n/9dcGmWBuLBD1cSwWo8kuWRgaHBxEIBCgKtlycBxHfc5INUZLSwvi8TitKvgQ5OJpKDIIjtoOiT8cx2Fpaakh7D+k569Wq+H3+yGKYoWlkFarxblz5zAyMkK939xuNzQaDaampkoWAMh3nkgk6Dh70iaAxJt5e3sbq6urTTM+/xohkxmNBZ1Oh56eHszOzlZMTDmOg8FgQC6XO1ZzUaLSKvdkb2SwLAuv1wun04l3794hFotRsuNjksvHgdFoxL1796BUKimxUGv81Ov1uHr1KlQqFZ48eVK12o/jOKjVamSzWWofWI56rgNZKL1+/ToWFhZkb+YGhxyTGweCIKClpQW7u7vIZDKUJDaZTLh79y7GxsZqKpc5joMoivTZJRVjwME8mjy7jfQskvMDUBe5LAgCLly4AJZl8fbt26pzcKmog2y31r7J68e1zfD7/bh9+zbm5+cxMjJS4XNMeIJcLkebBvr9fgwPD2Ntba1igbaaJQipmq5nLsDzPC5fvoybN2/ir3/9K8bGxqp+z7I3c3NAJpgbFEajEa2trVhYWKhQgCkUCjAMg8HBQcRisaolBRqNBul0uqmSYykIKcDzPDweDwRBQCAQoCtqxyGCyfvKUc0yg/z9OBAEgdpmzM/PY2trq2IbxDajUChAEAQMDg5SpbE0QEoHKfKPZVm0tLQp/qmMAAAgAElEQVQcq8yckCUAMDU1VVKur1AoUCwWkclkZDVzg0MmmBsHxLtX2iSJZVmYzWacP38eExMTWF9frxk/DAYDtdQg6g7iHcnzPPb39xvKKuM4xDJwoOD2eDyIRqM1vTUbAQzDwGazobW1Fevr61hZWUE+n6fl2MSbGThIeC0WCywWC3Z3dxGJRKhqg0ygyDhFPOneRzkniiJ9ze12Q6lUymrmBoZMZjQOTCYT/H5/1aot4qtcLBaRTqcPnYyS3Kse+59GrAwUBAH9/f0AgNnZWeq3LLWPa4RjrnbtWJZFV1cXbt26hfHxcYyOjtYkJBQKBVpbW3H16lVMT09jfHycjsfSeYFCoYAgCEgmk1W3Vc81YVkWPM9jcHAQZrMZz549O7aFnYyPAzkmNwYUCgVaWlqwublJxRQsy8Jut+PWrVsYHh5GMBis+XmVSgWe5+nimEajAQDkcjmoVCoq7jhtVKvEOypekhhyHL9lnU6HgYEBrK6u1tWAth6BXHksO06cVyqVuH79Otrb2/HTTz9V9C0or9bTarVwuVwwm8148+ZNRXNzIrgot944zjGZTCZ8++23AIA///nPtAeKWq2G0WjEzs4OEomErGZucMgEcwPCZDLB5XJhbm6uakLc1taG5eVlfP3113jz5k3FShLDMHA6ndQfuJqCtdHBMAxUKhX8fj+2traQSqWwt7dXt2q51jaPi3r3wTAM9Ho9fD4fUqkUlpaWKhruSUtJjEYj9Ho9dDodNjY2sLm5iXw+D4/HQ1XHxDOQYQ4aTZWXfR4FlmXR2toKn8+HxcVFhEIhuoqcSqXo6l+xWJTVzA0KmWBuDCiVSiiVShqDCBnhcDjQ3d2N8fFx7OzsgOf5qv5gLMuivb0dwWAQhUIBer0eRqMRsVgMHMdhZ2fnoyTNx/ncUeV3xOqjWCyipaUFLpcL4XC4aZojiaIIr9cLtVqNQCCARCJR0WSVZVlotVoam0VRxPz8POLxOIxGI6LRKE1sSVkhUaPXe91JWbfRaKTKZb1ej7a2Nuzu7lKbDhmNA5nMaAw4HA60trZifHy8Ilcmlgn5fB6iKNKcpxzSxsvVyGWgMYjZw6DVailpEQ6Hqd9yo5HLR0GtVuP27duw2Wx4+PDhoU0A1Wo1Pv/8c+j1evzwww9UgCH9DomaOZ/PV7WgqjXOkSaDRKCTzWZhs9lw48YNLC4u4t27dx88JjfLXO00cZJzlmPy2UOlUtHGfWQhnmEYtLW14fLly3j69CnW1tZqfp7Mo2OxGPL5PDQaDTQaDTKZDJRKJba3txtmjiq1xKhVKU54DIZhkE6nYbVa0dPTQ8Uox9lXtd/LeR+C4xLNDMPAarXi3r172Nvbw5MnTyp6yPA8D57nqSLd5/Oht7cX09PTWFpagkqlgiiK2NjYAMuy4DjuWHlwOTiOw/nz5/HZZ59heHgYc3NzyGQy0Gq1yGazyOfztCJJrVajUCicuR2fjFLIBHODwWQywWq1YmFhoULNRiavra2tWFpawt/93d/h+++/pw8V+c44jkNraytNNAmaJWEhhKrT6UQ4HEYikYDX66UlNad1HvUSzsfZF8dxcDgccDqdWF1dpYo3KYgPFVG7ORwO8DyPSCSCv/mbv8GDBw+o5xvHcSgWizUJ5nquhVqtRmdnJ5RKJaanp9HV1YXZ2VnE43EolUpkMhlZzdygkAnmswfDMDAajVStKvX09fv9GB0dpdUiLMtWJZiVSiUcDgcWFxehVCphtVpp8rW1tfVBrSSOGy+PIlYY5qAhnl6vRyKRgNVqhSiKCIVCTdl8w2g0wuv1IplMYmtrqyTOMgwDj8dDY6fJZILP58Pm5iZisRh2d3crvjuFQkHJnXpJCI1Gg8HBQQwNDdEJCxnHlUolwuFwzaaRMj4+ZDLj7OFyuWC1WjExMVGRK6tUKvoMZrNZaDQaJJPJqnkNabjcjEIM4IBkJ6TF7u4uGIahfpjNRC4TEEu8e/fuYXV1FU+fPi0hDkjZNiE6PB4PvvjiC8zOzuLly5d0DJKesyiKEEWR5rrV9in9DKk4JOM9EXtwHIfBwUE4HA78/PPPZ9a89lPESe9VOSafPTQaDRKJBH1uGIaB1+tFX18fnj59SqvDaqmFScUAIZRNJhOtLltdXf0olmv1Wm4S1TJQ3Z6CVFHwPA+O4+B0OmE2mzE6OvrelWlHEc3lrx+HaCZxrre3F5cvX8br168xPj5etQkgyW3VajUuXboEpVKJN2/eQKPRIBQK0bGH5/maebBU9X0YjEYjvv76awDAo0ePaKWnKIrQ6XSIxWJIJpNQKpWHVqycBpopL2gEyARzA4FhGHR3d5eQyzzPA/jFT5n4gq2uruLv//7v8V//9V/UCJ98Z4TACIVCJdtu9AeDDEhutxt6vR6BQIB6F/v9fkxNTZW896Tnc1xF83FWA5VKJSUmFhYWqnpoS/1YjUYjlEolvvzySzx48AArKysl79fr9djf369QWej1+roakHAcB7vdjvb2dvA8j4WFBaysrNAVVlJCStTMRLVxEjTDPdfokAnmxoDUuoYkTr///e/xl7/8Bbu7u9DpdMhkMigUClVJVr1eD7Vajc3NTdjtdjAMg1wuh42NjQ+qhDrOpK0exR7LstS/v6+vD9vb2+B5ntpMNOvzTshch8OBhYUFbG9v0+/FYrFAq9VicXERwAEh1d7eDrvdjpmZGWxvb5ckynq9HvF4nJIU1VQc5d8Lz/M4d+4cxsfH6e9EFaPVauHxeEosOmScLWQy48Oinkk+ec7IZJLneZhMJjAMQyedLMtSJVy1BRoSz6QT0mbJW4ithMViwdjYGDKZDM3hpKXKzSoWEAQBly9fxqVLl/Dw4UPMzc3VJCQUCgVu3LiBjo4O/Pjjj7TMW/p+onouFos1FxsOs0QhVX7ZbBZWqxU3b95EMBjE+Ph4Q/QaaASc5bMjx+TGAZnLsywLp9OJ3d1d7O/v0+eLCJmkzxuJWYRoJsKFQqGA5eXlD5L3HHdRg7xfmivX6n9FiHKFQoH+/n7E43HMzs7S9x81vtVDctd6X/nrUqL5qHNmmIP+Irdv34bBYMCjR4+qqs6J1WY+n4fdbkdPTw8mJycrVObkXgBKr5WUqK4FaXVRd3c37ty5g+HhYbx79w7ZbBYsy8JgMAAArZwkFSukOlvG2UEmmBsIHMeho6MDMzMz9G9msxkajQbxeBxbW1vQarVQqVRIp9P48ssv8d///d80gJAHWRAE8DxPV8maIWEmx+33+5HNZik5TlQKtSYI9Wy3nkAthTQIV0O915J4J3u9XkSjUQSDwQr1hJSwKRaL6O/vh8lkwrt37yhxIX0fCejkb0dZZ5B7QjrY9fT0QK/X482bN3TQJ6WEqVRKVjM3EGSCuTFQrlrgOA7/+I//iOHhYczPz0MURVqGW54wMcyBXy+Z7JtMJiQSCWxubp76s3USSwwpqm2D4zhKjJOmWuPj4xWEeqOPNbXAMAcebz6fD8ViEQsLC0gmk9TnrbzJqsFgwIULF7C4uIiNjQ0a24l1BlEhE/VbuaKQKOoIlEplhR8/GRtYlqUNB4PBoKxmPmPIZMbZgmEY2giKQBAEaLVa6HQ6uuBF8h+FQlFRPltNQdUsza9FUcTFixeRy+UwMzODXC6HXC5XYt8knRMUi0c3nmpUtLS04IsvvgAAPHz48FALJrvdjmvXriEej+PFixclJAM5f4VCAYVCgVQqRRf/pNfpsCpJ0nAsk8mA53lcvHgRDocDQ0NDspr5jCHH5MYAIZYB0ByIiA9ITkN+lxKh0thrsVhgMpkQj8exvLz8QWNXvSRzLdK2HKIoAjjgLvR6PRwOB5aXl6mym6BeBW89xyOFNH5Jyd3yBbejwLIs2tracPfuXYTDYQwNDVXYUAmCAI7jKGfg9/tx8+ZN/Pjjj1TJDBwsKJDjqEe4Jr0fyHUqFArQaDTo6uqCw+HAyMgI5T5UKhX0ej2i0ShSqRREUaRjvizIODvIBHMDQa1Ww2azUaUUcNDwx2AwIBQKYX9/H0ajEalUClarFR0dHXjy5AlNpEmpXzPaYmi1WnR0dJT4EUsbaanV6g86qa5FKJcPgscpOSHgeR6tra2wWCwIhUJVG4ERxRrx4vT5fIjFYggEAkgmkyUm+1J1m8ViwcbGRs1zItdPqVTSCZZOp4PZbKYNy1ZXV5HNZmEymaiSmfjVkeZTjdR87NcEmWBuDLAsWzJR1+v1+PbbbxEKhTAzM4NUKkXVy9UIC5fLhUQiAYPBgFgsVrJ4dJqoR4X8Pp/heZ6eu9FopA0LiY9ctUW5Zhh3qoGoZ9ra2rC6uort7W0IglCV2NDpdNDpdNR/en19HUajEXt7e1TVRsZmQs6T8VmtVpeQXuUEM/BLN3YS42U1c2NAJjPOFtJSaqlajuQ72WyWKqRIkyKp4IIs+lQr0250GAwGDAwMIBwO07JxQi6XKwIJyDWq5RXa6GBZFt3d3bh16xbevn2LN2/e1FQN2+126g86NDRElc/SWMmyLK3cIyT0UVUm0r+TxdZ8Pg+z2YybN29ieXkZb9++ldXMdeBDPGtyTG4MSMllEnvT6TR4nqdcRTlHQUho8v5GaxZdD7lMFjLz+TxyuRycTiesVitmZ2dregOXL2wdtv/DFMfSn0D1fLyWmvmo/YqiiEuXLuHcuXN4+vQp5ubmKuykyHnn83m0trbi/v37WF1dxZMnTxCPx0uEcoIgHNoMm7yv1qICUcVfvnwZoVAIExMT1Go0k8kgl8tVqJnL+2HJ+DiQCeYGgtlsBsdxWF9fpw9+e3s7Wlpa8O7dO+RyObS0tCAajeLixYsoFAoYGxsDgAqvm+OWfpwVGIaB2WyG2+1GOBxGPB6npeYEHMfR7rEf43jKg3MtRfNxr61Wq4Xf70ehUMDCwkLVQYcQWWT10GazIRQKVTR6IoO4xWKp2ixAOnAQZV48HgfLsrDZbEgkEshkMnA4HNBoNFheXkZHRwcikQg2NjagUCiQTqeRzWYrVHgyPh5kgrkxUK4Ka21tRW9vL6LRKObm5qj3pdSuSJokdXd3o1AoYHNzsy5Lm/fF+5b81foMSR7T6TTtBA4A6+vr0Ol09FyqxcyTKjTOGgqFAh6PB3q9HisrKxW2RVKo1Wr4/X4AwNbWFra2tirKBLVabYmiQqVSUXKDNEUhqgty32g0Gly6dAlPnz6lBBHHcXC5XNBqtbKa+YwgkxlnC2IdR54T8lyQ/0snzwqFAgCQTqerksuNTixLc1Kn04nu7m68e/cOsVgMuVyOLv6T8eaw85GSP80ItVqNzz77DGazGU+ePMHy8nLNczUajbh37x4A4PHjx7SHghSHXQ9CagPAzMwMfQ8hhaT3EsdxuHDhApxOJ549e3bshtwyTg45Jp89yhe4eJ6nc1ppFRd5lqTN4BiGgcVigdPppPPQs0YtPqDa+4jPPwD4fD5wHIf5+fkjF5ykBPH7xuXyxcRax1r+Wr1jIOFpvvjiC+TzeTx69KhiHiMVoYiiiCtXruDChQv46aefMDU1VcIdEEVzuXCN3DPFYrHqdSNjPKkk6e3thdVqxatXr5BOpxGPx8HzPLRaLfb29pBOp6n/frXqUhkfFjLB3EBobW3F7u4unTCyLIv29nZotVrqzajX67G3t4evvvoKk5OTiEQi1GtNSi43Q8JMzk+tViMQCECpVAIAdnZ2St4vCAIUCkXNiXS5l89pnH8tRXM5jrsfQtK43W5sbGxgeXm5IpBK963VatHV1QUAmJ2drSjT1mg0SKVSFSvChFCWvq9YLMLn80GlUmFmZgaxWAw8z0OlUsHtdsNoNGJ7extTU1O0AztwMDEjg4asZv64kAnmxgB5JsmEdHBwECqVCvv7+wgEAvRZIyoM4JdJq8PhgMfjoaTAhzg2aRJ8UnJZGp9ZloXZbMbOzg6cTidVXwOgjQ+lkJblCYJASZ1GHY/qSaxbWlrg9/tpRUmtRoYMw8Bms6GjowMrKysIhUIlikGbzVZii0KsroBfrr/P54Ner6dNWHmex8DAAF6+fFmi0iwWD7yZ29rasL+/Ty0BZHwcyGTG2YL0iZB6DJernsizrVaradd50vei2chljuNw7tw5GI1GjI2N0clyuWqZfEb6e7VtSsuOG/0alINhDvq0fPfdd1hZWcHDhw9rKtSIT/Xdu3cxNjaGkZGRksoSoPriqMFgwM2bN5HJZGAwGCAIAn744Qc6N5GOueRezOVysFgsuH79OiKRiKxmluBj3GNyTG4ckBxQFEUIggBBELCzs1Oy8Ffuf+9yudDV1YU3b958UBHGcUDOA6jeyA/4xW9Zr9ejUCjA7XZja2uLChKOIo7JIhV5L9lXreOp5/Xy/x+2neOIQDiOQ1dXF27duoV3797h9evXVUlisn2TyYT79+8DAH744YcKGyHpPSAd68jYJN1m+d95ngfP8zAYDLhy5QoWFxcxNzdH+3YZDAYUCgXa/4o0/pW9mT8eZIK5gdDR0YGlpSUabBQKBRwOB/L5PMLhMFVB7e/v4/e//z0ePnxIFVHSJLuRVWMkiIiiiM7OTqRSKUqy6nQ6qFQqRCIR+n61Wg2LxYJIJFJR0kigVCppmeCHOF7gaF9m8p56IYoivF4vtFotAoFABakuTcg4jqMk1crKCsLhcEVTGqmPM1lNlS5UeL1e6PV6hEIh2tWWDIBkNdHlcqGzsxMjIyPY399HoVCgBHQqlaKDgCAIp+rN3GwTnI8JmWBuDEhVSwzD4N69e4hEItjb28Pu7i4tAyNlgeTZsNls8Pv9GBsbe+/O0UcdF3C82FMex2olzcBB7Lh+/TomJyeRyWQQj8dpDOA4Dnq9HltbWyXxiCSJRDXwvsfZSOB5Hl6vF729vfif//mfQ89DFEW6kBcIBLC3t4disQi73V5yrQjBTOIsANowpbW1Fevr61hZWYHBYChJzKV2LUTVSGJ7+QKkjA8Dmcw4OxDiQpqDkLhMqi2kxKlKpaKen9LJcKPnHeT4lEolBgcHkUwmMTc3h1wuRxempHFVp9Phq6++QiQSwatXryqai5YvRJJrVj6ZbxaQJoDpdBpv3rw59LtUq9W4c+cOLBYLHjx4QJtWSckfQmKcO3cOXV1dGBkZQTgcBnAwN7tz5w7Gxsbw+vXrisU8ac8SomZ2u9149uxZQygxTwOn+bwctq333Y8ckxsD0vxSp9OhUCjQpppSgpnYYgBAW1sbenp68Pz5c8RisYaIy9L4CFTPXYnfcjabRUtLC9ra2rC0tITd3V1qwyO1zatXBHAYj3OUmrr8+A8DOT/yr55nj2EYqFQq/OY3v4HD4cCPP/6IcDhc83OkgfXt27fpIp+0uo/jOLrwW6vxKplTEVI5k8lQNbwoitTWrr+/H6Ojo1hbW0OhUIBKpYLBYMDu7i71ZhZFkfIZMj4sZIK5QcCyLPx+P+bm5ujfNBoNjEYjMpkMNjY2aAkty7L47W9/iz/84Q8laqpGTpilibBer4ff78fq6ip2dnaoZ5FSqYQgCHSSbDab0draCqVSieHh4ZpqC7VaTb13PuSx14vjKAgNBgO8Xi+SySQWFxcPVccplUr4fD5otVrMzc3RFWECQjzk83lotVrE43Go1Wp4PB5kMhnaZNBkMsFoNGJhYaFk+6Iowul0Um/QlZUVZDIZWCwW5HI5ZDIZ6s1MOmrXIv1lnA5kgvlsIZ2UE2Uyx3H45ptvMDY2hlwuh3g8jlgsBpZlaeJEVFZ2ux0TExMf1APsOAmn9H21xgupxzshO0dGRuhrpKQRAPx+P+0RsLW1RT9XTjAf91jPCoeNoSqVCv/0T/+Ef/u3fztyosAwDIxGI/x+P23wajQasbOzQ7tfk6S+vIErIfD9fj/UajU2NzcRDAZLts/zPCwWC9bW1qiaub29XVYzfyT8msmMs84zyfNRbkFDniXpxFypVMLhcGBlZaWEcD3rczgK5PhaWlowODiIQCCA9fV15PN5ZDKZknMFDtR/vb29WFxcRG9vL1pbW/Ho0aMSawfptqUgeaNUDd4sIKRwPbk/GZPv37+PYDCIoaGhEjs+o9GIGzduIBaL4eXLl7T6hrxO7DlMJhMePnxYYU1HjoVhDuwATCYTbt68ibW1NYyOjn7ShEa5EOdjP1v//z39amNyI4LjOLjdbuzt7SEej9OchFS2AQffW1dXFzweD4aGhs7c7qtcAXwYyatQKCgp6nK5UCwWqZWlIAg0/5WK/whRWm+crafCDjha0VyNwyhfbCxXMx+1b5Zl4XA48Pnnn2N7exs//fRTiYimfJ9arRafffYZ7HY7Hjx4UEJKM0ylNYa00gYA9fAm8wvpYjGxYiFq5u3tbbx58wbZbBZ2u51WMEWjUVrVJKuZPzxkgrlBoFAo4HQ6Sxr8iaIIo9GIZDKJ/f196i0zMDCApaUlBIPBktX3Rn5QSKCw2WxwOByUTJUqj7VaLRiGQTwep9YgwWAQXq8XY2NjVdUYwEHil06nP/ik+jhE83G+C+KpabfbsbKygrW1tQrLCylMJhM6OzsRjUarlmwTpbvBYIDRaMTy8nKJ/xxZUVxfXy8p2SaDZrF40DzQbDYjFAqho6MDq6urWFtbK/FmJg0ZSPCWcfqQCeazRXnCyTAHlglXr17Fs2fPIAgCkskkstlsycTf7/dDo9FQ5e+HOrZ6JnS1FMvlnyMTZFJK7nA4UCwW6QKnVK1BGreQWOPxeMDzPBYWFrC/v0+beZQ3rSNo9EqbahBFEf/yL/+Cf/3Xf63bJkja4HV3dxfhcLiiESRwMOkyGo2UpAcOvg+TyYSuri5EIhGEw+GSBoFXr17FTz/9RLuyk+YnhPAnpYEyTh+/ZoL5rCH17TwMOp2OlvKurKw0TawhsbG1tRV+vx/v3r1DIpFANputUGCzLIve3l6YzWYMDw/TMchiseCbb74Bz/P485//jEgkcqQaTipQaKRrdRiJQoiJ49i2CYKA69evo7u7G0+ePEEwGER3dze8Xi9evnxZ0ri2fIxiGAbt7e345ptvMDExgefPn1cQIuSYMpkMWJZFf38/2tra8OLFC2xsbDTUtf2UIMfks0f5vLy9vR2bm5uIxWI0rySLOkTpbzAY8Pz586p50VlA2m+l2vGwLAulUkmtGDo7O5FOp7G4uIh8Pg+VSgWGYai4onwbR22/HGTeUYuUPkq0cZiSWToXKP97vd+FIAi4cOECLl68iJGREUxOTlKhRHnsJr2l7t+/j+XlZdoEkEBKwgOV3viCIKCnpwcXLlzA8PAwFhYWSt7D8zwEQUBHRwd8Ph9GR0cRi8WoHahOp8P+/j6SySQEQYBSqUQymfykF//OEjLB3CAwGAxQqVRYXV2lf+M4DjqdDplMBolEAmazGefPn8fMzAxVMwCNTy4T4oKokYklRnkpo06nowGIKHoFQUB3d3cFwUy2C/xSalyN5KymdjnpudSL434narUaXq8XgiCUEFPVBhBBEODxeGCxWLC0tIT19fUSv0+73Q6tVoulpSV6XaTHo9Pp0N3djXQ6jbm5uRIiSNpwyuVywWQyIRaLYXx8nJbHAJDVzB8BMsF8tpCuoJMJZGdnJ4xGI0ZHR6FSqZBMJunzw/M8enp6kM/nMTs7+8EWXqQx/6hyU+l7yifLwC+WFiT5V6lUsNlsiEajSCaT1G6nUCjQhkY8z1eUaVssFrS3tyMej2N5eRmZTKZmRYYoijSpaxaimeM4/PM//zP+/d//veZ51YJWq8W5c+ewubmJxcXFku9Mr9fDarVib28Pm5ubVcln0mxwbm4Oe3t7YFkWFy9exOjoKB1fiTJGq9WitbWVVqHIyfPpQyYzzg5SlShBeQy0Wq24ceMG3rx5g+Xl5YZX5kpzPI7j0NPTA41Gg3fv3qFYLNL8VhqzVSoVrl27hr29PYyPj5fkeWRy7/f78fXXX2N1dRUPHjw4ctGpPJY0A6Sl9vWCYQ4ain333XdQq9UYGRnB27dv654nKBQK3Lp1C06nEw8ePKCktHTRVxRFOma2tLTg1q1bWFtbo8q6RkWjzydrQY7JjQNScUtiCanOIlUkZJEnn8/j5cuXVXOUj62GJzHzsHyU53naiFmr1aKjowORSATr6+tgGIb6/Uvzw/LeANK/kwW9WiCq3vLYf9g5HDYXqFbFWGsbx8nLWZaFXq/HnTt3oFar8eDBgwq/ZemxKRQKXL16Ff39/Xjy5Ammp6dr8jfkOK1WK/r6+rCysoK9vT18/vnniMfj+PHHH0us4YiNBhFhrK+vY3p6GslkEizLwmg0AgAV3clq5g8HmWBuEDgcDiQSiZIEkBDMe3t7sNlstHs0eXDrCThnDaKK9Xq9SCQSiEQisNls2NjYQCaTKTkHm80Gr9eLYDBIiXaO43D+/HnMz8/X3eSvfP/lDe9O45zqfd9xgjTZrtlsRiwWKyF9q5HMDMNAp9Ohs7MThUIB8/PzSCQSdDA7aoAmpL/T6aTXXDoQkomcw+FAb28vXr9+ja2tLZogkFVcotQQBIF2Cq52HWQcHzLBfLaoRjB/9tlnCAaD1J4gkUgAOEiaent7sbe3h0Ag8MHu+aMUXdX+Vi0OkcSXNPRUKBQoFAowmUxYXV1FKpWCSqWCKIqIRqN0WxzHQa1WU9JZCp7n4XQ64Xa7sb6+jmAwWHXyoFarS+wzDlNonCXItSOTAY/HU7JodxwQH2eidOE4DlarFQqFAmtra4faqBDlvNfrxfb2NpaXl2EwGLC5uUlflypjAMDpdMJoNMpq5g8Amcz4eCjPH4iFT3kTIODg3m9ra8OlS5fw7NmzkgqtRgdZvL9w4QKi0SgWFxdpPlWeyzkcDgwODmJychLBYPDQXE8URVy+fBm3bt3C6Ogonj59eugCGSEiSGVEo+VupznvIc2gotHoe5HULpcLd+/eRTAYxIsXLyqIY7IYm8lkwHEc+vr64PF48OdmtaAAACAASURBVOLFC+oD3exolPxejsmNBa1Wi2w2S0lSkierVCrcvHkT29vbVYVj1VBPhd773oPlxGut8YL0HTGZTAAOFjEJL0EsGvL5fInwz2KxoKurC9PT09jZ2anpMXyc/Peo6r/DFM3V1MzVVMzVrsdR15fMDXp6eqDVaktsTcuPieTUFosF9+/fRz6fx8OHDym/IN2mQqHAuXPnoNVq8fbtW5rLEuX0wMAAnj9/jqmpqZLqP0EQSipOx8fHsbS0RBdnSdwnamaFQiF7M58yZIK5QeD1eqnnLQHLslCr1dSL+M2bNyUka6MM7FJIgz3DMNDr9Whra0MkEqGN49xuN1ZXV0sUcE6nEw6HA7OzsxWNihwOB7xeLzY2NmiJ8VH7JiDlLGRwO23UE6zLXzuNfUm3xXEcnE4n2tvbKalzHMW2RqNBV1cXAGB2drbCR4l4MysUCuTzeYRCIaTTadhsNhqQU6kUCoUCDerlDWZkvB9kgvnsUP4Mk0n33/7t3+LHH39EMpmkpCBRqEYikTMrx652vMAvsaJaskkUJmazGXa7HZFIBNFoFLlcDoIgUF9p8llCIGs0mkMV2kqlEu3t7dDr9QgGgxVEj0ajqVj0a9QFU0ISkMnDSSYyPp8Pq6ur1EN5b28P29vbdU0uyPfV3t4Oo9GIaDSKhYWFkuMRRREtLS1YX19HsViERqOhFUGkckjGydHsZEYj5o71gixkV4tnXV1d8Pv9GBoaootiZ4HjxjKGObDDOX/+PObm5rC9vU0bGZW/r6OjAx0dHXjx4kVFc+jDoNVqce/ePXi9Xjx8+BBTU1OHkqrSRStpddxZ47TvXanK8rj7JETGtWvX4PV68de//rWi4RWJ2yzL0mZgN27cwPb2Nl6/fv3BLLR+bWj2mPwpgWEOelAQj2KS6xkMBty6dQtzc3OYn5+vWlFXCx8q/hxmWUGee1EUaax0Op3QarUIBALIZrNQKpVgWbaEm+E4Dl1dXXA6nSgUChgcHMT4+DiGhoaqchHHrRw5TVJdGtuk/EU530DIYvJ7tYVfwhFIve2lx1vtuHmeR19fH27duoW3b9/SJoA8z8NqtaKnpwfhcBiBQKDqeNXS0oIvvvgCLMviwYMH2N3dpa+RuKvRaHDp0iXk83mMjIwgnU7D5XJRQd7e3h4KhQLUajWKxSKtzpZxMsgEcwOAJI1SPxmS3PX29kKpVGJsbKxq5+hGgzSQ2O12WK1WLCwsUDuMfD4Po9GIeDxOVzc7OzvBsizm5uZqJluEsDCZTFQ9WEuxLFXsEXXex2qyBXxYkrl8u9LtqVQqdHV1Qa1WY2xsrIIoPmzfxLC/vb0dKysrWF5eLlmJJepGo9EIm82G1dVVdHZ2IhAIYGtrCwqFgvrQHqZmlnE8yATz2YEoBYi6gGVZ8DyPf/iHf8B//ud/0lhlMpnQ3d2Nubk5qig9K0jVZ9Jktfz5JxNjEoM7Ojqwv7+P5eVlAKCJopSQVCgU8Pl8yGazWFpaqous1Ol08Pv9YBgGgUCAkj7VCGbpsQFnP76RpJ80kTqNWEaqTbLZLDY2Nmp6VB8Fg8FALTeCwSBVzmm1Wly8eBHPnj0ruW8dDgeMRiPC4fCZEm+fCmQy4+xA4pYUHMdhcHAQer0ez549o/neWRDpx837WJZFe3s72tvbMTY2Rj39y+ONIAi4fPkyGIbB69evj23TQ47NZrPh22+/Bcdx+NOf/oTV1dUj1XAcx9FS7V8rjqocstls+O677xAKhfDkyROaH0ibuPI8j1wuB4ZhcO7cOfj9fqpmPuvxrhlw2PMsx+Szh3T+bzAYkEgkaJyy2+24du0aXr9+TfPMWp8/DKf5nNTjt0z6DomiiI6ODqysrCAajYJhDqqjc7lcCb+gUqlw5coVZLNZvH79GtlsFhqNBp999hm6urrw5MkTjI+PV82fSayoV8hw2uptgnIOQ8qpVKuEVCgUVIxSy/6nnGQu349Op8MXX3wBq9WKx48fw2g0gud5TExMYH9//9Bz5DgO586dw82bNzE6Ooo3b96UXF+O4yAIAtxuN3p7ezE5OYmNjQ0kEglwHAe9Xo94PI5EIgFRFClnJAsyTgaZYG4AkNLZubm5kr87nU5YrVZMTEyUNJI4DSXsh1wN5DgOHo8HHMfRcmDpg2oymRCNRqFUKtHV1YXt7W2Ew+Gq3a7LSRGtVgufzwdBEBAIBLCzs1NxLhqNhq4SHtVsShTFU1EQ1DMwSnFa32H5AMOyLMxmM4rFYkn5dL37VCqV6OzshEKhwOzsbElpNcMw1N/IbrfD4XBgd3cXU1NTlIRmWVZWM58iZIL57EAaWBKQioyenh48f/4cDHNgH+PxeDAxMdEQNgTSyWw11QHwy6p+LpeDWq2G1WpFMplENBpFOp2mi0PSeKzX6+H3+7G2tnYoIVHrmDo7O6FWq5FIJBAKhcCybE2CmZAZhCA9i9hBxg3ioXlax2AwGMBxXNVx67jgOA5tbW0wm81YWFjA7u4uWJaFz+ejuQS5loVCgaqZU6kUwuGwnDyfADKZcXYo99xlGAbd3d1oaWnBy5cvacw+a5W2NEer9hM4II37+/vpRDqXy1XNlwwGA65fv45QKISZmZkjGz4ddd4kTly9ehWZTOaT9Wf+2CCLAF1dXfjxxx+rqpl5nqd5sdFoxM2bN7Gzs4NXr17JauYTQI7JZwNBEEoIUUIW5vN5xGIxMMyBtVh/fz+Ghoawvb1d13brnVO/b4w/ymqCzHXT6TQMBgO8Xi/C4TC2trbAcRyUSmWFpYLFYsG1a9cwOztb0YCOYQ4sM7766itoNBr88MMPCAaDJe8RRZHGBoY53J9Z2ovgtInmWsry8pyc9GoqFotURHiS/ZFx6fLly3j58iW1o6s1fpZDp9Ph7t270Ol0ePDgATY2NuhrpBJRFEUMDAwgmUxiZmYG+/v7dG7H8zy1S5LVzCeHTDA3AAwGA6xWawnBzLIsTCZTSfnsWSfM5ah2PFqtFn6/Hzs7O9jc3EQ2m62YyJKGhq2trZifn68o86tHbWsymeDxeGj3Vml5itFopGUSRHVYK3HTarU1vZ3fF+WBs3ygJL+fRpJerWSlXMVda8Ww1jUm3kg+nw+bm5sVakUysFmtVpw7dw5TU1NYW1ujnYE1Gg0ymQxSqZSsZj4hZIL5bCBdLAF+SYj0ej329vZQLBbR3t4Oi8WCd+/efdAKiXpBCIB8Pk+TZ6JgJbFAFEUABw05jUYjtFot1tbWaCNUQqhKt+lwOGC327GwsPDeJLpGo0GhUIDFYoHL5cLOzg4tMSwHadoqjVUfm9Agi2P5fL6hysOrQafTwefzIZVKIRgMQqfTlSTW5L4ADsYch8MBk8mEUCgkq5nfEzKZcfqoJ78ltj1S9a7BYIBery9p5teIuTJQmqdptVoMDg5iY2MDi4uLKBaLFXkqwzBoa2tDX18fXr9+Ta1vTgNqtRoOhwM2mw03btzA27dvMTQ0dGhVBamOIbHxY15jIl4hVhONTHJbLBZ88cUX2NrawtDQUEXJOMmLs9ksWJZFT08POjs7MTw8jEgk0lD37lmj3mdZjskfHyqVCizLltg+kEUUQpL29fXB7Xbj559/PvZcuzxuHoV6Vb9HLZQpFApwHIdUKkV7WSwsLCCVSoHjOIiiWEI8EhFFV1cXXrx4QcVd1Y6HCPDu37+Pvb09/PDDDxUN8aqdfz04CdFcS81c7X3l1+00ie1a33U56X0Yf+Hz+XD37l1MT09jeHi4ZJ5BSHydToebN29idnYWc3NzyOfzEEURFosF+/v71FubLCQ0cmPWRoVMMJ8xSPlqLpejnYiB6urdRks6pKWKDHNgpt7e3o5QKITd3V04HA6srq6WEIvE9kMQBNrZs15IrwEZJOx2O9xuN7a3txEKhUr8QqWotVr5IQhm6fHWAln1PW3StVZgfp+Bh5TEa7VaLCwslKw8M8yBN7PNZoMoiuB5HqFQCIlEAp2dnVTlmEqlkM/nj61mbsT7/SwgE8wfH0qlkk72yysFyCJKV1cXFAoFJiYmGiLxIKV+0hLccgUzac5HVAcMw2BjYwO5XA46nQ6JRKIkHgmCAI/HA57nsbCwcGrqKpVKhba2Nuj1eoTDYayvr5ckrIRgLp+QH6Y2OW1IleDkZyMrfjmOg9vthslkQiqVqlA56vV66HQ6RCIR6jXX3t6OVCqF5eXlhriHmwmfOpnRiOOv1AtdWtFHSooJGunYq+VdDHNgH0dKdbe2tuhClhQcx6G3txcmkwkjIyMV3p31KLrqOTbgYJHqzp078Pv9ePToESYnJ+vyZ/4YRDMhBICD8Q0AXWQ4akz60PfCYXk1z/M4f/48Lly4gOHh4YqYTMgVMmYTwiMajb63BcqvFf9Pen3SMbnRIFV4Ar/cz+QeFwQBly5dgkqlwrNnz6rez/XOS0+LXCYxi+TF1aqmSW7scrmoOIrYkFWzCiJNVJVKJZ4/f17BadSKQaR65bPPPsPMzAx++umnmv7MxPKu3rlzvdfjsM+XX3Mp93KUuvp99ldtn+X7Jv+v5xxVKhVu374Np9OJR48eYXl5uWRBgCwUDAwMQK1WY3h4mC4o7OzsQBRF7O7u0kpPWc18fMgE8xmCkAK+/2/8c5gnZaPc1NIHm6zssCwLt9sNg8FAiYh8Pg+3241IJEIDkVKphNfrRbFYRCgUOvbDWo10Bw4CNSkVXllZwerqak0yoJyo0Ol0FU0FTxPlwZMQFyqVqkI9RhoJnDRwHzYYH/c+IgsHnZ2diEajCAQC1Ge5UChAFEUUi0XodDq4XC5sb2+jr68PIyMj2Nvbg1KpRKFQQDqdBsMwlFhvZLKmkSATzB8PJLksFAqUXC5PpkRRRG9vL9Lp9KFN7j4mpDFNrVbTmEwUGiSZyuVyaG9vh0KhoONNoVAAz/M0eSUJt0ajQWdnJ3Z2dqraF53GMWs0Gvh8PrAsi0AgQJXh1QhmoDTx/RDHI636ICBkPIlZH1u1Vw218gHS0La7uxupVAqLi4tUjWi1WuHz+TA8PExV7gxz4BtKxs3jNAz7teNTJ5gbDUSBT+LYYd7yZ/18EpBjJs8aWazq6uqC1WrF2NgYUqlUVVGEWq3G1atXsbe3h4mJiarK5pOQy+UguSkp4RZFEd9///2hDWvJ2EhIl9PO6chCL8MwJYumJH4RC6NGVzMbjUZ88803SCaTePjwIZ3nkfujWCzScykUCujq6kJ3dzdevnx5Zg2DmxFyTP44YJgD7+F8Pl9S7SDNQ5VKJW7evIlEIoGXL1/WlSeXC8iq3fe1SM96ti2t6qu2TSKaymQyUCqVMJvNyOfztGqEvEY+XywWqcVNOByua1Gu/HgZhoFKpcKNGzfQ39+PZ8+eYWxsrOqYQOLtcYQWJxkfpOpiKTFb7RoCv4hb3hfVFNSHHXu9ZHtrayvu3buHUChUUaFDvJmtVisGBgYQCAQQCAQoX2E0GpHJZLC/vy+rmd8DMsF8RiBERi6XQ09PD+bm5qo+nI2UMEs7ShMyJp/Po6Ojg67ySUusDQYD9vf3USgUYDKZ4Pf7sbS0RM3UT4JqEwu1Wg2PxwOVSoWlpaUSe5HyzxJotdqaBPNJA6Z0f0RhZjAYMDExAZVKRZXT5Dy0Wi1tlHeS77ze1d7j3FtEzUj8Pnd2dkpURKQZlsViQWdnJ0KhEAKBAP2sIAhIp9PI5XLUg+40vU0/VcgE88cBwzDUxoHEJnJfE1JRo9Ggt7cXGxsbCAaDZ37vlitGgIMFM1LalcvlSkgOvV6PtrY2hEIh7O3tlSjQiEUGwxxY37hcLgSDwbr98t73+IndkdvtRjKZRDAYBMMw1Me9HOVE8Gl9B4TsDgQCSCaTdIxjWRYGgwHpdJoqcBrZg5TcE6SyhyjEeZ6HzWZDOBwGUKrkUalUaG9vRzwex+rqqpw814FmJzNOI6/8WLmpdJKrUChq5keNlCsTpS2JFYS8uHTpEjKZDCUjqilw7XY7Ll++jMnJSWxubiIej3+08yIxz+fz4d69e9jY2MCjR4/o4l8tkEXMakrsw/ZVa6Gst7cXly9fRjabxV/+8hfqWU8EGgDo4ijpJ9AI+eRh53Tu3DlcuXIFL168wOzsbMV1EgQBHMchk8lAo9Hgxo0bSCaTePny5Xs3g/0UUesaN3tMbgawLAudTgdRFLG1tUXvYWI5USwWodfr8Zvf/AahUAiTk5M15+AnjeHSea6UmK72vlqN88j+iN9yJpOB2WyGy+XCzMwM0ul0ic0myTkZ5sBX+sKFC3j16lXNpoW1jrnacbS0tODzzz+HxWLBo0ePsLi4WLMRIHC4xabUSuikKD/m8nnRaaIayUz2Xe3a1bt/hUKBa9euobOzE48fP8bS0lIJaf5/7F3XchvJkj2NRqPhLUGAIEDvKcqSkkZ+3J2duF+wz/tv+7KxD3sfbsQdI83IS5QbUuSI3oHek/CG2AfeLBUa3TA0kkZCRigkkUB3tamsrJMnT1IVdm9vL7LZLGZmZrC1tcX2fUQIzGQykGUZAPJk/KqmblWA+SMYOaetrS3EYjH09vZiaGioovIH4GS7qZY6J+/UKNBzOBwIhULY2Nhg8h68QySAORgMwuv1Ymxs7ESDZTWQWRAOu9c2NjYik8lgbm4OkUhEczEzm82azPGTYjeT1AT9m541aRlT1pNKc0RRPLZsh5I5rXXPK2WQ2+12tLa2IpVKYXJysiCDDRw2p2xqasL8/DwDLCRJgsfjwcrKCsuCnpZMyOdkVYD59I2YnwaDARaLBYuLiwzIIBDO5XKhs7MTs7OzWFlZUT0OH2SftqmByzQ/SSeZBzk8Hg9kWUYsFsPu7m4eM4y+K4oiGhoaYDabC+b2aV+HKIqora2F3+/H/v4+ZmdnVeV0ZFkuABKOC/YSOOJwONj5FxcXGWvO5XIhnU4jFotBr9ezEkktJsenYiaTiTHE5+bmIElSXsKA2NnxeByiKMLlcsHr9WJ5eRk7OzvV4LmIVcGMD2PEjqU/VLKsVsmmfF8pHqHffaj3mXwE7x8cDgcuXLiAhYUFVhGi3PzrdDp0dHQgFArh+fPniEQieetJOeBLOaXDpYx8siRJ6Ovrw9WrVzEyMoLnz58jFotpxtKUtKKY9ii+0WAw4OzZs4jFYpicnEQwGMSVK1cwMzOD169fs+o5erbUbIvWikwm89Eb5RV7TtSEShRF/Pbbb9jf38/7LA/UC4KApqYmdHV1YWhoqKBhYNXyreqTT9eov046nYbRaMTu7i7MZjMymQwD27xeL65evYqhoSHMzc2pHodnDJfyy1pgYynjqw8BFOwxeTYwVdlmMhmEQiGYzWamt0w9S3ifIkkSzp07B6fTiadPnx5pr15szQoEAvj222+RSqVw7969Agk5/hiV7t+P4j+oGlKSJABg2tqSJCGXy50YIUHJYNciyh2V1Sz8u2Lv66+/xs7ODh48eJCH/ZCMJ0kVhcNhjI6OAnhfTUPPWq/XQ5ZlRpqrmrpVAeYPbDRZz5w5wwIoAHkN/oplwXnH+CGAOZ6dyjNHampq0NTUxDLxVG7Nm9PpRH19PbLZbMUansd1nqIowuv1or6+Hvv7+5ifny/ZvER5PofDcSJNkHw+HxobGzEyMoLW1lbWLZzOSxsS0gRKpVJ590oJJFVi5bKZ6bPl3HNRFBEKheD3+zE7O4vV1dW87xmNRthsNpjNZlgsFoTDYcTjcdy5cwe//vorgPegUJXNXNyqAPPpGoFsyWQSdXV1SCaTSCQSEAQBe3t7jJVP85aahyqNT1adNpOO5jSVi5NRh+R4PA6TycTYcz6fD6lUChsbG7BYLCzJp9Q9bm1tRSQSwcLCwgdN+igZiqFQCFarFSsrK1hfX88bC4EJBLzw62El95zWYfo3nV8URQQCATidTiwuLmJ7exsOhwOZTIbdN5Iyou+Vqyv/MYzK3hsaGhCPx/MYRQRoLS4usvWb7n8mk6lqMxexKphxukZxZyaTYfIBjY2NiMfjWF5ezvucVqxMzFb6/2mDzDxwArwHtQOBADo7OzE8PMySe8pNqdFoxKVLl5BOp/HmzRtVSQw65ocy2m+YzWZcv34dzc3NePDgAfMhaiw8+kP3u1KWm8FggNFoRCwWY/eINE7b2trw5MkTzMzMMF9NvowSxHTftCpgPgXT6XRoaWnBtWvXMDo6itevX7M1jppY8nsti8WCgYEBpNPpKpu5iFV98umZXq+HyWRCLBZjCRCXywVRFFlD4WAwiHPnzuHp06d5TYaVRt8Hjib7oGVaACXtn3nGKn2WtHWz2SxaWloQi8VYAlBN+sdms+Grr77CxsYGhoaGjg0uqvl1Wvs6Ojpw69YtzM3N4dGjR6oNto9y/yrdn1ATaWrKzcuEEGaRTqfZvSDZCaoq4WNtretX3gO1a+TtOIQ5ShD09fXh8ePHedUktHZRotPn82FwcBDJZBJutxtTU1N571iVzVzcqgDzBzK+TEMQBLS2trL/z8zMlAyGiO2ayWRgMBjydOhOy2gDbTAYWKdYQRBQX18Pq9XKQNuGhgaEw+E8Z2u329Hd3Y1wOMy6Iiud6GkxmelnwOHCGAgE4PV6sbq6WlACzDs/5XGcTqcqoFTMYWqNz+Vyoba2Fnq9Hjs7O3mC83RMg8EAWZYRiUTYIpjJZGA0GovqVRfbfNA1lQM0ax1Dy2w2G9rb25FKpTA1NZXX3IBAc4fDgWAwiPX1dfzwww/47//+7wJAhrKhVTZzoVUB5tMzkm6h97azsxNLS0vIZrOIRqPQ6XRoaGhAbW0tRkZGNCsdgPfgLi+vcRoBBz+PKeCn8wNgmstOp5P57Wg0yhJlJpOp4DpqamoQDAYRDodZ9+uPabSZoQaDs7OzDJghgFmtqRf5kXISmaUAG2qCBwDb29uIRCJIJpMMMDEajZBlGel0mo2HX0fo+J8KyCHLMi5cuID19XWsrq4yJsbZs2extbWVtx4JgoCamhp4PB6srq5W2cwqVgUzTs/4WBk49NM9PT1IJpN5jdK0fCwlrdWSI6cF1JIUEd88iuL82tpaDA0NIZFIqAISHo8HV69exdjYGKanpwuqUkqxsorFhScB2tAft9uNb7/9FiaTCT///DOWlpYKxsqbTqdjMnrlNKwrBZa4XC7cvHkTgiDg4cOH2NraYv1MiABDexaKJT9GgkwJdBVbY65duwZBEPDixQumgU+NLJUxcnNzMzo7O/H27dsqm1nFqj75dIySPlRRYTKZYDabAYDNwfb2djQ3N2sCobxp7df5ua+cQ0BpWUfe/2g1xaO1gfoHCYKAlpYW6PV6LC8vY319Pa8Kgx9DfX09Lly4gD/++AMLCwunPv8IwLx48SLOnTuHV69e4c2bN5rNEk8LaBYEAaFQCH19fdjc3MTU1BQ2Njbyvkv3khJjlRybr0rSwjDU/k1G36nkvMDhuvvtt98ikUjgt99+Y+8tT6p0uVzo7+/HwsICpqenVavhq2xmbasCzB/IeLDSaDSiv78fs7OzBRs7rYCZZywbjUbVjMlJBs98wExlMJlMhpXcTk9PszF5PB5sb2+zoNrv9yMQCGBycvJEGMDHNUEQYDQaEQqFYLPZsLCwgI2NDabhxjsF/h5qAcy8rmklptfr4ff7cebMGfzxxx+s9IV//jyjksbldDqxv7+veT6DwZCnfa11Dyqxct8hKukhgIqaOtI1kKM2m8348ccfce/evQLGMxnp6X3KjMAPbVWA+XTMYDDAarVib2+PseS6u7tZdYEoimhra4PJZFJtsqQ0krchdhHvyytNSGkZf0xiDsTjccbwI2Amk8mgq6sLe3t7WF9fZyVtlLAi0+l0CIVCcDgcmJycPLYu/kkZ3/zI5XKhsbERsViMlVxSE1m17/E6oOUGuMU2LG63G6FQiCUFCbCQJAk2mw25XC5vQ0VBMiWEPyUGsNVqhcFgQHNzM9bX17G4uAij0QhBEFSlq2RZRjAYRDabrbKZFVYFM07PeH9pNptx+fJlzM7O5ukmas1bKtvlK8ROE4AF3pM/eJ8jiiJ6e3shCALevXvH4mfl+Zubm9HR0YEXL15gc3OzAFQkO81Yv1yj+LSpqQnfffcdVldXce/ePRbjq42RfCHPaCt1DiUDnDedToempibcunULk5OTGB4eRjKZVG3KS9qpPNB8Wonfo5rFYkF7ezvOnj2Lt2/f4o8//ii6r6Dmj5lMBq9evaqymTmr+uSTN1mWYbPZkM1msbOzA1EUYbPZEIvFkEwmodfrcf78eTgcDjx69Kjk+1hs/lHVA5+c19q3apHVKAZWi/9on0yfSafT8Hq9ODg4QDweRzQaVa3WFkURZ86cgd/vx5MnT0oC6CdtgnAo23Dz5k3U19fj/v37mj27ytFnJimISqWEZFlGb28vent78fz5c0xOThbcZ75ZKX//JEkqeDcqIWLQ55SEuWK+vJwkn16vR09PDy5duoTBwcGCRo1EQmpuboYoitjc3NQkTPJ7wE9pjfmYVgWYT9nImXV3d2NkZASyLKOrqwtLS0tYX18vOgkooAPytY1NJlMeW5RMTZ/uqOMFDifowcEBbDYbDg4OEAqFEI/Hsbi4mJfdczqd2N3dhU6nQ2trK4xGI969e6fKVK10bCfNdLZarUwPeW5uDrFYTJPpYrfbCwBycmxqvyvXnE4n2trakMlkMDU1xTb3PCBFgXE2m4XZbGbsOTUjlkg52bNygGa1DHKpZ2AymdDe3g69Xo/x8fE8XSqeAdPV1YWNjQ1NyZQqmznfqgDzyZssy9DpdKwJWiaTgcfjwd7eHgNse3p6kE6nMTY2VtZ7aDabkUqlCpJVfCXCUU0tmKJghuQiCOQADhnJdrudVZhQqZ9SaqKlpQWpVEqzmcjHMvIXfBleXV0d/H4/dnZ2sLCwwNYW/p7QM6AqIa3GLpUaVcHY7XYsLS1he3sbBoOBNVTkpQEf/gAAIABJREFUJTtEUWS+W6/Xf1IAAPlxAplNJhPTutZi5wuCAI/Hg5qamiqbmbMqmHHyxuvqptNpWCwWXLp0CVNTU3lNlLRiZSJiKH1wKQYwcDSgluJz8kN0DLPZjO7ubuzs7GB+fl41ltHr9Th37hwsFgsGBwcL4vlyx01Wavz8xvwkWM2SJOH8+fO4cuUKhoaG8OLFC9YcVc2oiRYBG6USgKUYeVSR0draikePHrEG40BhVaIsy3lNpnnG26dgNMbr16/D7Xbj7t272NzcLPr5xsZGdHd3Y3h4mM2NT+V6PpZVffLJmslkYnOQ5qvf78f6+jri8ThkWcbVq1eRTCbx4sULzRiyWJUwmTLm05r/xRisWuCqIAis6pua3x0cHLAKtdnZWdboOpfL1xQ2m815zTY/dJJdSVQhDWG9Xo+7d+9ieXm5Yn3m4yYnfT4ffvzxRySTSfz666+MrEem1+thNBrzkn68rEap8WmZ2rMvZ10r5zwOhwN37tyBwWDAr7/+mterhOS2/H4//v73v2NychIPHz5UZZJX2cz5VgWYT9EoI2cymRAKhbC8vIyWlhbMzMzkgZPFwGUq5eCZcSSZoDR6sY9jlIHig2a/3w+n04nNzU1sb28XbNodDgfS6TTa29uxv7+Pubk5tsmvBKQkOynGX7Hju91uBINBpNNpJuivxpagjCd/HYJw2EjwOJttclgNDQ3Y2trC3NwckslkwYJC7w+VYgOHTuzg4IBp1SlZO6WsEjZzJddHC2BjYyNWV1cLtFxpoW9ra4PT6cS7d+9Yp1alVbWZD60KMJ+c0UaO5kp3dzcmJydht9uxtbWFTCbDwIHt7W3Mzs5q+iHe1wqCAIvFwhog8b5CDfSodMxqgbbZbGY+gQIgvV4Pr9eLWCyGbDaLSCTC2Fx84E6NOpeWljSrCdTG8bHnodFoRDAY1NRntlgseYGdWrL0OGY2mxEKhSAIAlZXV5FKpRi4DICx5ui5S5J0Ik1iT8Mo4dfW1oZoNMpYllpWZTPnWxXMOFkjoJbiXYvFgt7eXoyMjDDpACUIQUa+Tykbp/V5Nat0002fV2o7+3w+BINBzM/PY2trSzXBZbFYcPnyZayvrxcwpujY5fpk/vz8usPbabGfibBx69YtNDQ04N69e5iYmNBMyNKexmg0QhRFTXKHcpzFxup0OnHjxg0IgoBHjx5he3u7YL0kf0zySso90sde18gE4bAU/fbt25iamsLg4GDR+2M2m3Hx4kUcHBx8Emzmjx0jVH3yyZggCDCZTMjlckgkEqzBmc/nw8rKCpLJJKxWK27cuIGlpSW8fftW08dSPESxESUPKxlLMVBazefxY6HYmBL+tAdobGzEzs4OVldXmQylsjLO5/NhYGAA7969y9PeLTXek5wDant1nU6H5uZm3L59G4uLi3j8+HFBs1D6LpEdThpPIVb3rVu3MDo6iidPnhTIeJpMJkiSxKRVaOy0Jzo4ODgSiYy/J6XWukqeBVWt3rhxA8PDw3j9+nVe5QvhFzdu3EBjYyN+/vlnVamUKpv5vVUB5lMyAodzuUMdWq/XC6vVivHx8ZI6neSIqYu9LMtIJBKsYd7a2prqxNQCmMvJZtFneLasIAjwer2wWCzY3NxkAu9KhkggEIDf70c4HMba2lrJxUDL+I35hyjX1uv1CAaDjJ2l1GdWjg14z+4l1jaxB6k0vVJnIssympqa4HK5MDc3V/Bs6fkfHBwwxq/FYkEikYDdbsf29naePnclVi7QfJRram1thdlsxsTEhCoL3OPxoKOjAzs7O5icnKyymTWsCjCfjFHQTKAsNbWbmppi2XWbzYaenh7Mzc3lNZJSM6oioQDa6XTCZDJhbW0tr3KDdHrVWBVAeXOL9JX5JhoUtAOH/gA41Kjc2dlBNBqF3W7H3t5eQWVEXV0dvF4vpqamKgI/KSgkwOZjaQsTqNHY2AhRFDE7O8uuU41FDrzXAiUfepyAT6fTMd+1sLCAzc1NpFIp6PV6JJNJ9rwBMAkWLRbep2CU8KPYRKuJJfAelPZ6vVhbW8P29vYne12nbVUw4+SMB5cBoK6uDi0tLXjz5g1j1mv5SyppJp9Ln2tsbMSPP/6Id+/e4fnz5wUM/VIxcbH3mk9a8QyqpqYmWK1WTE9PIxaLqfrIuro69PX1YWRkBEtLS6rsvHLiZAJrSfuS14cvZfx9Kud8pYwaiX777bcwGAz4+eefWRmxctxU4UHrcSqV0rxX/PeKsZkJcOnr68PGxgZrhEfgEpXD076KYuVPlWFmNBpx+/ZtBAIB/POf/8Tq6qrmZ4nN3NXVhZGRkS9am7nqk49vFF+l02k2h+x2O4xGIzY3N5HJZOB2u/HVV19hdHSUNdwsdrzcvyu7+IqyShJ/aixVHregWFg5DiJe8VgG7T2Xlpawu7vLfBKfnBRFEZ2dnWhubsbTp0+LVhMo7aSbyRbbo0uShIsXL+L8+fN4/fq1pj4z7VHKlY2rxMxmM27evIn29nb89ttvBUQFYo7zz/uk743aPToO0GyxWHDr1i243W78+uuvBSQcQRDQ0NCAv/3tb5ibm8P9+/dVk3uUTCUiypdoVYD5FIz0PYlm39HRAZvNhuHhYQakaQWxSrCQSsvq6+vh9XqxvLzMtCiVJkmS6ous9XMaBx/gU9mvKIqor69HKpXC/v4+EokEnE4nYrEYC9Z1Oh2CwSDrrqkUQK+UiUHXa7VaK3LqxzVimNtsNszPz2Nzc1Oz7ISuicAcniVDbGeDwVAxk9xut6OtrQ0AMDU1xYAJk8mEbDab18CE2JJOpxNbW1tsk3VU9nopoLlUCYrWMT0eD9ra2rCxsYG5ubmCd1CSJLS2tqKmpgZjY2MFjQPonF8ym7kKMB/fqBGQxWJhskQ+nw+yLGN+fp4BZ11dXfjzzz/zyqPUjJI+VAJGWu51dXVwuVzY3NxkQDN1tle+t2qNfLRMlmVkMhlks1nmq+m8DocDjY2NmJ+fRzweRyqVYsE87w9IFgEApqenKw54CLCm9eJjz0eqQmloaEA0GmXPUQ1gBt4zvonpeJyATxAOm+AZDAb4fD4sLy9jZ2cHqVQqb1PjcrmwsbGRx+L5FP0XXc93332H//3f/y2pzWcwGBAKhZDNZrG0tFSxlt/nYFUw4+SMBxB6enrgcDjw8uXLvAoRoHCTqNazQa/Xo6urC1arFTMzMzhz5gx6enowPDyMwcHBPHLHUZJkaoCHJEno6OhALBbD+vo6EolEgX8hmTy/34/BwcECHc9yAF/6DK/vTqQMqswhxpRaHFXquMf1TaIoorm5Gd9++y3TZ+YbJ/GJUoqVjUYjS9aWYnsVu0eCICAYDKK1tRXNzc149uwZpqenGXOSwGUC4nm5jk/VJ4dCIdTW1uKPP/4oudaaTCZcunQJuVwOr169Uq1w/dyt6pOPZzqdDhaLhTWPJqJCJpNhftPv9+PSpUt48eIFVlZWSh6T4kUABXFZOX5H+Rnyv/zv1chHVIlNVciyLMPv90Ov1yMcDuf1LuHHRf2xAODFixcVVwWcNMDMm9Y+nfSZA4EA7t+/j6mpKU19Zq37RUZEjErjY5/Phx9++AEA8NNPP7H+UnT/ywG5j8L+rgRkVjOtz5DWP1WTPHv2rABfkWUZ165dQ3t7O3766ae8HhH8+KjZ+pfIZq4CzCdsOp0OTqcTdrsdc3NzaGhogMlkyhNlLwYuk8A8mclkQkdHB9N6jEajquArBVFqjqUYwKzT6Zh2M6+37Pf7GdCaSCSQTCZht9sRj8eRTqchSRLa29uZhidtqnkr5TDIKfDaSUajEWaz+VgA81HAUOAQRAmFQtDpdJibm2Mgr9rnqbEhLSa04dDpdAxYqNR0Oh18Ph8r35mdnVVd4Gw2G5LJJDweD5aXl1nZCTHpjgJklMNmPopzJGDL6XRiYmICOzs7BRs7Avf29vYwMTGRt7HkA4svkc1cBZiPZ9Q0M5vNoq2tDaOjo3A4HBAEgSWISKpmdHS0rAYePLBBc56y9AaDAbW1tXC5XNje3sbOzg6TzlDqlJXLoDKbzUgkEixAo3kgSRKCwSCSySTTYeS128nsdjuam5uxsbFRwJor15QNT2nDrmzo8aFNkiTU1tairq4Oe3t7TGpIaV6vl60p1OQknU4f25dYLBY0NTVBkqQ8XflcLsf8M70jFNx/LPY3oL02CoKA//qv/8L//M//sDlQau3+ktnMVTDjeEbAA1WAZbNZdHR0wGKxMECNPqfFhAXyQQtZltHf34/9/X2Mj4+zvhRWqxVXrlxhQDPpBR8lTuJjVUE4bL7U3t6OcDiMRCLBYmXeaFyJRCKPZMJfTynwl0zZ8JsHjyVJgtFoRCaTKdC8JPsQc1SWZZw7dw6XL1/G8PAwXr16xSqH1PytXq+H2WxmshnFQN9ygHiXy4U7d+5AlmX89ttveQ3I+bJsnU7HGHalAJWjgB/HNXq/otFo3viLfT4UCqGnp+eLZDNXffLRjRqxJxIJ1pCtpqYGgnAoByYIApqbm9HT08OkaNSMj2t58lqxOKuU/+P3gEoGs9raQPExzW1JklBXV4etrS22pzcYDHnNP4HD3iUDAwOYmZnB+Pj4R43TtExrny4IAtNn1ul0uHfvHlZWVlSvgdbbYsc/it+gJOrXX3+NyclJPHjwoKByiK/+4c9BPyet/EqtUqBZWcWj9TmTyYRr166hoaEBv/76a4EkhiAcVvD/7W9/w8rKCn7//XfV6nvah/JSp1+CVQHmEzLaRGazWdb13u12I51O52l5FguYKdNGmQ6LxYK+vj6Ew2EsLi6iubkZq6urRRvyaB1bC8wghjSx8QKBAGRZxtLSEis9JJDT6XRif38fZrMZ7e3tWF5exsrKimr5SjkOikBxvuTaarVCr9cXLdU9SVOOm8DjUCiEaDSKhYWFAm0h4D2LRLl4iqLIWIxHDe4MBgMaGhpQW1uLubk5rKysFMhmkIYzlSLq9XrWGIekTI5qygwxXQfvlCu9NpfLxRIlExMTBePT6/VoamqC3+/HxMSEptSKGmvpc7YqwHx0I7mdZDIJm83GQMZMJoP9/X1WWutyuTAyMqLJ+uGZV8TEIqCQ16znfTwPNO/s7GBjYyPPj2gl/dR8p9VqRTQaZcdNp9OQZRlutxvZbBa7u7tIJpN5peLAoX/1er2oq6sr0P2vxAThvea80nig+ah6asedx3RfQqEQLBYLFhcXsbW1lRdc19TU5P2MEqsAVCVMKj2/x+NBfX09IpEIVldXkU6n4Xa7sbq6Cr1eX1DG/ymymf/zP/8T9+/fz2uoVsoMBgOCwSAODg6+KDZzFcw4uvExKSXHe3p6kEgk8jb2WvGsWqLZbrfj2rVrmJycxOzsLEv68fPdbDZjYGAAfX19DGiuRCaIZy8DQCAQgM/nw+TkJGMPK326y+XC5cuXMTk5iZmZmQKNaLJSgCr5WVp31DbI/P2hdULLt5227xEEAWazGbdu3UIoFMJvv/2GyclJTT9L6yrJPUUikaIJ2FJxqE6nQ0tLC27evImJiQnWhIxP9NH7w8uslAJwP7TPtlgseSXW5TAkTSYTLly4AAB4/fr1F8NmrvrkoxklpqLRKPMzbrcbmUwG6+vr0Ol06OnpQX19PR4+fFgUfyAMhOYzz7yn3kHHBW61/CbNbeBwDiSTSZjNZtTX12N1dRVbW1ssqcTrLQuCgNbWVnR2dmJwcBBra2vHGt+HMH4t4vELURSZ31tdXcXDhw+xu7uruo4qezvxvzuOnzMajbh+/Tp6e3tx//59vH37tsCXU8WNMl48Tv+tYiCz0pTXVwy7ouqY7777DktLS/j9998LiH8GgwFXr15FT08PfvnlF0xPTxf07wIO741Op1PFlD5HqwLMJ2BUkkwTNRQKwePxYGNjA+FwmH1O6+XlAQuz2Yx4PA6324329nZMTk4yNqzH42FC+2pMUDUjR6SVyeL1PP1+PwwGA8LhMHPCvAOw2+2wWCyor6/H+Pi4aplfuZOGF3rnv+N0OlmDKrV7BZxscExjVgLNoijC7/fD7/cz5p/a5lkJkhPAfBQGs9KsViva2tqg1+sxOTnJACIepALASv5SqRSMRiMAHLvhR6lM4FEWIQKRAWByclL1Mw6HA93d3YjFYhgfH2fMTeW5KTv9ubOZqwDz0cxgMMBgMCAajSKXy6GhoQEHBwdYW1tjTP+Ojg5IkoTR0dGiWWVqDkTzm2do+Hw+dlzeaP5IkgSfzwePx4OtrS3WHE4t6afm38i/0LGSySQsFgusVit2d3cZ24Qva6PvNDY2wmQy5VUFHMVIh08r6UegBvlzZTLsQwVSgnDYbDEYDEIURczPzzMASQkwk/E6aceV/CBNf2pCqNfrsbq6CkmSWEKBQGZiYH5M9rfy2fT09GB3d7cAYC71DL9ENnMVzDi68Qwqs9mMs2fPYmVlJa/EVO2d46vt+CbSPp8PFy9exNDQECM8qIFwFAubTCYMDAzgzJkzGBoawqtXrxCJREqOmwd729vbodfrMT4+znw5v4YIwqE2bkdHB16+fKnazLhc36jW44OPW4FCRhbdK6qIVK41H9In19TU4M6dOxBFEXfv3mUyVVqfl2WZ6emX0mcuBbjKsoxLly6htbUVDx48QDgcZvEyAHZPaQ0ThE9LNoMYoEogqRw2c0NDA2MzqzWj+pzs3/ej6pMrNFmWYbFYsLu7i2w2C6PRCJvNhkQigf39fej1evT398NgMODp06dFE8jkkyhpyJMd6uvrce3aNVitVjx69AjT09OaCaRSjGb6m3//aZ6IogiLxcLkPVwuF5aWlpieNMXL/B66t7cXDocjT0LptKySysVyTJn0JDMYDOjr60N/fz/evn2Lly9fqiaaDAYD6x9y0nvpmpoafP/99zAajfjpp58KqifpWVFV/ElZuUCz1jtWbC356quv4Pf78X//93+q95OkQnZ2dnD37l3VuIIaziaTyc+ezVwFmE/APB4PstksdnZ2mIbPxMRE0eYMQH4zPwpyTCYT3G43gsEgRkZG8hgWOp0OVquVaQmtrq6y8i/e3G430xEtFoARG5RKSPb397G+vg6DwQCHw5E3flEU0d3dDQCagEU5G1G16+YBXo/Hg3g8XpDhod+73W7s7++f2sRUBuzE0HK5XAiHw1hfX1d1xDyj2e12Y319veC4BoOhYn0jQThsTtDS0sJkM5LJZMF9Jk1YtSaJxwF5yi05KcfoXVPLXPKm1+vR0NCAQCCA6elpzVKfL4HNXAWYKzdZlpkO/vLyMqsIoDJmg8GAM2fOIBqNYmJiomSijkoHeQkinU7HdNuL+UMADAQxGo2oq6vDwsICNjY2CjRG6bPKY0iSBJ1OB4fDgd3dXQYuZ7NZOBwO7O/v54HeJpMJzc3NiMfjmJubqyhwVGMQiKLIzqlmsixDlmXs7+9rNjz9kPOTZIpCoRB2dnawvLwMm82mCjATszGZTJ6YPrPZbEYwGITFYsHExATi8ThLUvAsOUouH5X9fVJG64PBYAAAzYarpZ7hl8RmrgLMlRvFosChP7Barbhx4waGhoawtLTEPqcWc1DswEs/UAVKW1sbnj17ltdQsxRIkcsdNt++cuUKWltb8fjxY4yNjWkm5nlmXEdHB7a2trC4uKiaIJIkCZcuXYJer1fd2JcbjxHRIZdTLzFXS0gqf0aluYIgFIAIH9Ini6KIxsZG3L59G0tLS0WZkMB7P2oymRCNRovqV5ZDPHE6nbh58yZMJhN+//13VmGofH50v0hmpJidZvJUkiTYbDZks9k8AEYJMpfDZua1men9/hzj5apPrsyMRiMkSYLZbMb29jZLFK+vryOTycBoNOKrr77C/v4+Xr9+XTJGISIEVQPQzzo6OlBbW4uXL1/C5XLhxo0bMJlMePz4cYFesLJaEMhPntHfauCyLMtMj97hcCCdTmNlZYX13sjlcnlxstVqxeXLl7Gzs5Mny8SfR2ueECmhErYtxZrlJDMrMfIFZPyYLRYLvvrqK7S0tODRo0cYGxtTZSzzzWLVrpnIG0TYKdd0Oh3a2trw7bffYmFhAffv32eSP/RceWZ7qTW7XOPfl3K+W+z3yt8RO17r2dP6f+7cOfz++++qciuCIDA2M0kofo5WBZiPYeRQW1paGPDY1taG2dnZkhIPBEgKgsAmvF6vR2dnJ2RZxujoaF6wq2TYWq1W1NXVQa/XY21tLW/zrNRB0nIYer0edrsdXq8XS0tL2N/fZ4CGxWJhILXRaERHRwf29vawsLBQsdYyf78o82g0GpHL5fIYqsR2oKaC/LHp7/r6etZA6zRMK2i3WCxoaGiAJEmYn5/Hzs6O6jVTeZESYAYOtZNzudyRFhhJkljTj8XFRSwvLxeUWRNzUZblguD9KAsib8pNXyUOkUAnYtNQ9/BSz9Bms6G7uxupVApjY2OqGUNaHElv8XOySlgZ//78F+2X6V0ADgMru92OpaUluN1ubG5uMgmZM2fOYGVlBfPz85pzmBhywCHAzM8nvV6PtrY25HI5TE5OlqUvR2uFx+NBY2MjA+B2d3c1mbN0PQQwdHV1YWxsLI99weta0gahsbERCwsLqj6omImiCIPBUDDPKHDXAgSUskY01wEwH/WhAygCZ2pra1FbW4tEIsE2M/xYaA2k8kkC8/kSyqOe3+12IxQKYX9/H1tbW6wqh1+baUMF4NgM6uMYJRHo2Wsl7aps5kOrghmVGfkDHtzt6+vDyMgIq/bS2tSrNfkVRRHnzp2DzWbD4OBgHiGhEmYwASxdXV0wm81YW1tjSSHeKDZtbGzE9PQ083VK32axWHD58mWsr6/jzz//LKjmICs1PkEQWLKvWPxezGfw59Pr9WwtoYqXD220nvX19eHChQsYHh7GmzdvisalJJshiiIikUhJBiVQXuOm2dlZPHv2DPF4vIANSeM8iXWgUqMm57lcDrFYDJlMBiaTCYIgIJFI5DH3aaxVNvOhVX1yeUYkhFwul9colKqjE4kEbDYbbty4gZmZmbyYkze+2TP9HwCbL5Ik4eLFi8jlcnj9+nUe6FxXV4ebN2/CZrPh0aNHmJiY0NwP8mCh0t/S+282m5mmstlsRiaTYRgCAYJ83BUIBHD+/HmMjIyoNmfjz0vGzzmSAuE/S/vQDy1/phyn0g9STHbnzh2YzWb8/vvvWFhYUCVb0Jpy0uuDLMu4cuUKzp07h8ePH2NoaKjgefMNspXPmJLLRzElAF/M+GSG2r6F3rVyQGGv14sffvgB0WgUv/76K/b391VjG3o/P0dCRhVgPqKR7mQul2OMhmAwiImJiaKZeeC9PARwOPFisRgr1VDbCBcDiS0WC/x+P2RZZkAz7/i0dI9EUUR9fT2MRiPm5+fzMlcU0O3t7cHlcqGlpQWzs7MFjffKYQ7w5+N1KJVawdSJe3Nzk51HrawvFAphaWnpVIM+rYWFGjiGQiGk02nMzc2pPms1bWngEIgRBKEi3T+lWSwWtLa2wmAwYGZmhpVe8u8I6e8pNz7lgLrFrJLnDRyC2g6HA/F4HKlUii34NpsNAMq6D6IoIhQKIRgMYmZmBsvLy6qLHwFDx9VT/dSsymAuzygjTAzUpqYmxGIxpNNp7O3tIZvNwuVyobu7G1NTU0WrS6xWKyKRCAMpgfe+yGg0oqurC1tbW0faqAmCgM7OTmxsbCCTycButyORSGB7e5sF+wRIk9YobQgcDgcWFhaYbj7vs8mfu1wuTE5OllyD1IyOyyf3aAxerxc6nQ5ra2sFftnhcABAHsOZgnBil9B3PsbGlhjsRqMRy8vLeVU/oijC6XTmrW0EPOX+XWlxnDGTbIbP58Pc3BzTAKdnbDAYkEwm2f0C8EE2KDqdDjabDbFYjK1VLpcLa2trEEWRyXYdpYwVANPEzmaznyWbuQpmlG98DCqKIux2OxobGzE1NcViAK3EPs1D3jeS3mEsFmMb1ePMFwI8qG9Ka2srVldXMTExweZHc3MzHA4H/vzzzwL2Eo3L5/Ph/PnzGB4ezmNk89dHVg7ArPUZkn24dOkSXr16hRcvXpQtgSRJEmt6+7G62tO+5fr16wgGg/j999+ZZqWWUUVSNpvF/v5+SUAVKF7qTAyzBw8eYGxsLC9Wp3iaXwe0mH0nZRaLBQMDA4jH45ifn0csFmNMP+r1QCQRvpFsudcMvGczA8CLFy+OLaP3qVnVJ5c2mnsEwBKL2el0Ynl5GZlMBl6vF1evXsWbN2+wsLCgeSy+2o3iRPo/JdpWV1fx7t071flKfYRu3rwJu92Ox48fY3x8PG+PyuMsakYNQqnCkGKaaDTKpAiooSsB6Z2dnQiFQnjy5ElJIiDFZcr9vLLqwWQysaoHAu/5RF45iaByrdRc1wJTdTodgsEg7ty5g0gkgt9++01VuknZkO4kKzVcLhe+++47OBwO/PTTTwiHwwVrabHEajmmNl4eZC51/+jnPP7GA9yV4CB6vR7nz5/HwMAAHjx4gNHRUVU2s8lkYmxmNe3mv6pVAeYjGJW7ZrNZJoCfyWSYZIWWUdBCWRoqSxBFEWfOnMHq6iqbcErQsJSRdIbRaMTa2ho2Nzc1xfYF4VAfLpfLMb1FfiPpcDiQyWTgcrng8XhYoK28lkpLFvimShaLhWXkHQ4H6uvrodfrsbm5iXA4nAfu8BvuYDDI2Lta5znJiamWDdTpdKitrUUgEMDOzg7C4bBqgK9cmKxWK3Q6XYF29VHG5PF40NLSgmg0iunpadXSN/5eEGP8OFqsyjFovaOCIMDpdKK7uxsbGxsYHx9nja5IJ9pkMjGGfDlmtVrR1dWFg4MDvHv3TlUChEDGz6mpSRVgLm06nQ4mk4ltmgVBwLlz5zA+Ps6YbX6/H01NTXj37l3RoJKOFYvFGJOZ3m+Hw4G2tjYsLCwcqxGIyWRCa2sr/vzzTwiCALvdzkDt7e3tvHIt50m6AAAgAElEQVRwYlKR/9jd3YVOp2PzmMDA5uZmZDIZzM3NlZVEIjCTD3Z4/8yzGYDDQKmurg42mw0bGxtYX19n6xStF2qgNu/3eSmIjxE8Wa1WNDQ0AADm5+dZ40Rqyqo0WZZZ0uq4oK/ZbEZTUxMkScLMzAxjMxuNxjzfzWtun2ZFhk6nQ0NDAwwGA5aWlnBwcACPx4NwOMx8KT23ozJaaJ2qra1FOBw+9rr3KVkVzCjPeIk2QRDQ3t4Ol8uF8fFxFiurMXv5BBvPPKOS37m5OUxNTRU0vDvqHJVlGT6fjzW3bm5uRkNDA1ZXVyEIAmKxGGZmZvJAFBoTlQEHAgHVxoHHHRtvtbW1OHv2LCYnJ7G9vY2BgQG0t7fj2bNnGB4eZuXgSsa3cjx8I8CPqTlcU1ODr7/+umx9ZqPRyOTgijVKIkBBjYVG5nK5cOfOHRiNRty7d4+taUAhuEDnPKn4mTe3242+vj4kk0l2fcTsTiaTiMVi7Hq05E7KvWba+3V3d+Ply5d/iYZm5VrVJxc3ktgURRG7u7s4ODiAw+GAKIqsp1NjYyP6+vrw9OnTkn2EyK+RLj7NHY/Hg4GBAYyOjuaRMHg/yPt8QTjsZXLz5k24XC48efIE7969K5mUNhqNrOKO5AYoKWMwGCCKImOakjxFf38/UqkUXrx4UZYEDvl3mnu0hyYJD/KjBGKTUcUI7f3pGHRONQC1knWiFM5RjLGr1+vR3d2Nq1evYmpqCk+fPmWxMH9MuoelqjgqXd8EQUBLSwu+//57rKysMK1i3m+d5JrJn7cUk5kHlykWz2QyMJvN0Ov1iEQiRwKAPR4P/va3vyGTyeCnn35icl68KQk+n4NVAeYKjboTLy4uIpFIoLGxERaLBbOzs0Vp8+SMeEcsyzLsdjtaW1sxPT3NSporBZf5cxCjmYBmks4QBCGvlNput2Nvb49tcPlzud1u+P1+pFIpzM/PFzji44C4BBpTWYDf74fD4cD09DSCwSB2d3extraW52j4zpuhUAgLCwt518Mfu5hW6FFNbQNEzzMQCMDj8WBlZQUrKytF9ZnpOtQ22k6ns2Q2VWnEjvP7/VheXsbS0lLBpoIPAkRRzANfCcQ/KpBRjFl/9uxZAMD29jbm5+fZz2nz43a7sbKywr5jtVpL6juR7m1jYyNmZ2exuLh4ZLmWv4pVAebiptPpYDQa2Z/l5WU4nU5W0QEADQ0NqKmpwejoaMkmHpIksYaZfBDo8/lYhcpJAGWBQACCILAEnyRJTE9ZlmVWuktBqdlshsFgYGxsunaHw4GGhgasra2xBlfFjAJmCub4z9PP6bzZbLagbM1oNKK+vh4WiwXhcBjb29vw+/2sfFltA+50Opn8EpUWfizNYfI9wWAQkUgES0tLsFgsqpspu93O/CU1rSnlK4v5H51Ox84di8UwNzfHNkH89yhpAOBEKzKUY6M4gPovmEwmzM7Osk2RLMssyaJV+lnORsBqtaK3txfPnz//bHxzFcwobko/IwgCenp6YLVa8fbtW7bW87rMZJTcUjLoa2trcfHiRQwPD7O+DEeNldWspqYGgiCwJB9p5icSCaytrakyfo1GI86dO4dkMom3b99WpONZiYmiiK6uLni9Xrx8+ZL5jGw2C7vdjps3byIQCODx48csrqKScS1JNkEQWJMnvgHphzZeumJpaQmPHj0qGgvSPod6jRQDyEs9A/7ci4uLePjwYYE8H32X/CERY07KSBKDGI/19fXo7+/H7OwsJicnWSzCSxGYTCak0+mSvR+0zGw2w2q1FgX0/2pW9cnaJooik44wmUzY3d2Fx+NBJpPB1tYWBEFAd3c3Ghoa8PDhw5IyjhQjKpv5NTY2oqenB8+fP9eseAbUiVCCIKC2thY3b96Ex+PB06dPNRtw016fb5YWjUaZRCTNJ9rj1tTU4MKFC5iamsLk5GTJCgh+/eLnOjUPp54dBDgLgjo7mfYT9LlcLr/BM90LYrGWo/1erpUCU00mE/r7+9HT04PBwUFV2QoC1gFoVnHw+s2VmMFgQH9/P/r7+/H8+XO8evWqYA0q5suoQrLSqmw1oFm5DyL52eXl5Twyj9lsZn6XT4ZTr4BiJooizp8/j8uXL+Px48cYHh7+rKqt1awKMJdpvMM5c+YMxsfHEQwGkclkmJ5NsSCGgmZeb6ypqQl+vx+jo6N5+izHDZh5oNlsNjMpB9ogktNIJBJwOp3Y3d1l5zObzejp6cHS0hKWl5c1GbHlGl9Gw09qm82GhoYGRCIRpuvc2dmJzc1N1c0+SSB0dXVhaGioQAOJPuNwOEpmXo9ixa7dbDazEuxwOMwaiCjNZDJBkqQCgIoyuKurq0d67mazGS0tLbBYLJicnGTMYH7RI60fJbvG4XCoZtMqNeVCYDAY0NLSgtraWvzxxx/smmlT6ff7sbq6yp6hx+PB/v5+WYurxWJBb28vYzNTMPS5gctAFWAuZqQZnMlkEAgEWHY5k8mwhnNtbW0wGo2agSofpFASKJvNsveQmJ52ux3j4+MF2eWjvnM6nQ719fWsLJEAjWQyiaamJmxubiIajbLfWa1WJvlBDNe6ujrU1NRgZmamLNCbWBT8prmYf6fgXA1YpIoZstXVVRgMBkQikYJA0+fz5TGlKOFWqrHHaRppDnq9XkQiEcZO5M3tdjPgnBiVwCGjtxTAoPVe0PsWCATg9XqxsbHBEnB84pn/Pw/wn4bp9XoEAgE0NDRgaGiIATa0Wdvd3c1jRaoFxaWA9Rs3buDx48efjU5+FczQNj5xTYmS3t5epNNpTE5OMj/MAwt8coVYU3w83NraitbWVjx//jyv/8VJrvmUACK/S+Mh9pIoitje3mabS4fDga+++grj4+OYmZkpe2NcyXiAQ1978eJFbG9vY3R0lLHn6N7RfKypqcHNmzchSRKePHmCzc1Npp1fzF/RPCfN4Y+lBW8wGHD27FlcuHABIyMjePnyZVHwmMrjiblYDGgo9TwkScLAwADOnDnDgC1+v0Tf5ZmJJyGbofX+GgwGnD9/Hs3NzXj27Bl2d3eRTCbzkhzUG0HJniznmgWhfC3Rv4pVfbK68TqvRCjzeDxIpVLY3NyEKIq4cOECzGYznj17pgkUUnxKICnFAwBYJbfP52OMWN6KgZ1qSWuv14vr16/D7/fj3r17rFEafxxeyosqN6iJHr/vbWtrQ3NzMwYHB8tiZfOVx1p+k4gXyniGn8/8v61WK8xmM7a2tvIaGPL3QK3BdrmmNddLgcyCIMDhcODmzZvwer347bffMDMzo6rPfFqVdQ6HA9988w1qa2vx888/Y35+XrW/lJIQQ+Mvh1Sj5QOV/p3MZDLh3LlzqK+vx4MHD1gijoiFAPKSflrjUzO3240ffvgBuVwO//rXvzT7eX0OVgWYyzDaFGYyGUiShKamJhgMBmxvb2tqwvLfJTCUWJrAYWNAu92O0dHRU9X3slgscDgcLKMXiURYmZ8oinC5XMzper1eBAIBzM3NFbBpjwOk8F2/6Tx1dXVYXFzM04wOBoMwGAyYm5vTdOx2ux2xWEy11FqWZVbCfZqmdi+IDdbU1IRsNou5uTnG2lMDbZSZUQJhjvoeCILA9LITiQRmZmYYI4LPtCmBJWJNnpQ2lPJafT4fmpqaGJCSTqdZcEKfMRqNEITDZpelGKZkpCfV0tKCmZmZPC2nz8lZVwFmdeNLfN1uNwwGA9bW1nBwcIBUKgVJktDZ2YlUKoWpqSlNf2I0GgEAiUSCgWh801Vq5qfsdn2SRkEtMUJqamqwtrbGNpCJRIJtLEm3NxgMQq/XY3p6WjUpowx06Y/SH6hpifJGJblqTVeB97ITkUgEkUgEiUQib3OhTJ7x3yc/oCw7/1BGDL76+nqYzeYCfWaXy4VoNJp3f3mguVRpudY6QT+zWCxobm4GcCjZQUkCkkUh9jK9F6fF/CatUbvdzhga8Xgc6XQaLpeLAeC8bEGlbOarV69iaGiobP/+qVsVzNA2SkoBh8nvM2fOYG1tDfPz8+x9VotFCMQlgIP8XV9fH9xuN2vKdprrO/lJAlEIdAUON502mw17e3vwer3o7OzE69evC3QsjxIrq80dSm62t7djeHgYa2tr7HPFmv/5fD7cuXMHyWQSDx8+xMbGRlnjoYQtsXQ/RjKIgM8bN24gEAjgwYMHRfWZacNPurL83kDts2Ra98PpdOK7776DJEn45Zdf8liY/HpK8Qdp2Wodr5xEg9ZnqOdLX18fS4IqG7JTYpqYj5X4ZNKu/VxYdFWfXGgGg4H1OyIZymg0ip2dHezs7ECWZQwMDCASiWB4eLjk3KEkCx8nExM1k8mwZn7K+LNcU/rRmpoa9Pf3AwAmJiawsLCATCbDtKP39vZYtRURqLLZLNMRPn/+PHQ6nabmOB8X8zFpqeapyt+Jooj29nYAYDE5v8flYz6r1cp6riiPc9prW7HfBQIBfP3118hkMrh7964qHkFyQcQaP8mxNTQ04IcffsDW1hZ+/fXXAuCVx9I+xB5fp9Ohvb0dt27dwtjYGN68eQNZlpHJZLC3t8eqSkleBij/+YmiiL6+Pty4cQNPnjzBmzdvPlpV52laFWAuw6g0KpPJwGaz4ezZsxgZGSlZXqTM8jkcDsRiMXR2duLg4IA1l/gQk8VgMKC2tha5XA7r6+tIp9OQZRkWiwVbW1uor6+H1WrFzMxMQQbzqAGzkp0iyzJCoRD0ej0WFhZY+TFNToPBgK6uLuj1eszPzzN5DzoekK/RRxsZ+ozJZILZbFbV0zzqdVR6HJ1Oh5qaGoRCIezv7+ddp/Jz/Ph9Pl+eBhxZqSYHSiN2XCAQwObmpqrECQH9uVyOMSN5+RT63UmZLMtobGyE2WzG0tIScrkc02GkZxaPx5mzJrNYLCXLTiwWC7q7uyGKIkZHR5mW0+diVYC50Kist7a2llVfHBwcMIDOZDKxaohwOAxA+3222Wws8OQZC3SMozbzO4pRaZ/b7cba2hpsNhsMBgOTTiImc1NTE7a2tph2bjHjwRwlmMyz39SMdIPX1tZUk3a8jycdfaroISCxVHUGVfYAR9f6PQmzWCxobGwEcAj2RiIROJ1OxONx1fXQaDQyv3yc0nKdTgeXy4XGxkbs7u6yaigqw+R9P8kckSb0SRn5/AsXLuDt27dwuVwwmUxIJBKor6/H69evGTuDNqsU15TLnDt79iyWl5fZu/xXtyqYUWh8wspqtcLpdOLcuXN49eoVk++hRBoZ+Q/yATx7Xq/XM83Mk2jmV4lpJYcE4bCU3Gaz4c2bNydS0aLGfjIYDOjr64MkSXj79i0D1kuxpCi2EwQBoVAI169fRywWw++//152zwtqjgVAkx172iYIh/rtvD6zll4wvU+yLMNsNjPd4lKgL6Bdet3Q0ICvv/4as7OzePLkCfN59H6TrqrJZGKg3XEAebX1WJIkdp7m5ma0trZibm6OxfQ0H2j+UFWqGqtS7XqpWuskgaKPaVWfnG9EUPB6vfB4PFhcXGTAJvX0GBgYwMLCAqampspKlhN7n94xq9WKq1evYmlpqaCZnxagWSzpruV3rVYrWltb4XA4sLi4iLW1Naa3TGxsqgIn4tylS5ewsLCg2WSQN9qP51RYycrrUY7P4XDg4sWLSKVSaG9vh8ViwS+//ILJyUnVfTUl8gRBYBUjWtfOn7tUvF6OlQL79Xo9Wltbcfv2bYTDYTx48CCvup6MJ79Qry+150Y+qVyjpnhfffUVhoaGGKOePzbhakqSHlklbOJyzGw249atW6irq8Mvv/yCZDKJeDyO/f196PV6NDU1YXl5OW/NoVi91LW7XC78x3/8B0RRxD//+c+K+lL9FawKMBcxCtaobK+mpgaBQAATExMlae18qR/wPmDi2Zw8eHragTPpAFE3YmJIUZYwlUqVBViUMqUTpmuz2WxoaWnB+vo6NjY2GJijzHISWEFNCOfn51lDAjXjWXAmk6kApOTN7XZje3v7g2xSqOy4trYW6+vrqvrINH7gsLxRDWB2OBysNK4Sk2UZzc3NcDqdmJ6eZvcceH+v6T3gmxbQAijL8omyzQThsPFfc3MzIpEI6urqcP/+fQBggYvD4cgDIMpldZPcQFtbG2ZmZjA7O3ti4/7YVgWY881gMAA4DGwDgQALHimgsNlsaG1txcLCQh6zTMm8JXM6nUwihuaH0+lEW1sb5ubmThUQ0wpYPR4Pm5MUXFFjUb/fj9nZ2bK6X/NsPLXAXytgpTXB5/MhHA6XrQ2v0+ng8XhQV1fH9I1TqRTzbWrz2GQysQ0LH+B/jCSRIBzqM9fX1yMajWJ3dxfRaLQgQUiMud3d3TzQ9zgAg9FoRDAYhNFoxNbWFnZ3d5mcFp/0SKfTrJfDce6T2rt3/vx5vH37FtlsFrIsw+/3M+1yAiLsdjsSiQRSqRSLKdTGoTx+KBSCKIqfjW+ughn5RnOX1nKe4UsxF78x5E35HlEi4/Lly1heXsbExMSJNfMrx7Q2qLIsMzbpxMRE3ub2KOPi/TP/PafTycCR2dnZPBIFrQX8udSYrwBYlWJnZydu3LiBhYUFPHz4kMmkldp30F7h4OAA8Xj8oyT/RFFEY2Mjbt26hZWVFU19WLqXABizLBaLFa0OLfXMSKais7MTDx48wMbGBpPP4p8ZAc38en1UowQMD0zRM7darejo6IDL5cLr168Rj8cZe5oHvEm+Q/m8lNerZKL+1a3qk9+byWRC7t9sY5KN0Ov1DCx0u904e/Ys/vzzT6yurqoeg2/yTHgGX0VVW1uLS5cu4e3bt1hYWFA9RjFAsxSgTcYnJW02G3w+Hw4ODrC+vs5kOwiYI3/R2dmJV69eaV4bfx7en1bi4wRBQHNzMzo6OvDmzRusrKyw5NT333+PXC6Hn3/+mZEG1L7PN+0sVk2o1+shSdKRG9grj1cM/KdxXbx4ERcvXsTr16/x4sULVaJFKX1mSZKO5F8sFgtu3bqFpqYm3L17l4H1RqOR9S1R9jTjz1lM3qQS498NqgxaXl7Gmzdv2L6RJ8nwSXC+kqvUOfr6+nDnzh08evQIr169+uyrSr54gJlnjprNZra5HxkZKdCxVZper8fBwQGcTidzfE6nE2fPnsX4+Dgr5QY+DLhMwRdpQAvCYYmXz+eD2+1musHK71QyLrWSR+DwPvr9fphMJqRSKdbUinfmauciPbyGhgbWbFAtk8Z/3mQyQafTaT6furq6shphnaQZjUam4RoOh7G+vq7qdGw2G+LxeAFI4XA4kMlkSjJ5tczpdKK1tRWZTAbj4+N57DOPx8N0BXnHSMHsUZuZqZVH8UGt1WrFnTt38PTp07z7wWtfHRwcwOv1Ynt7u2zgxmazobe3V5VZ9Fe1KsB8aBTMZLNZJmtALAYKYAgUJc15MgqacrkcA8hIqsVqtTIAldi29fX1GB8fL+rnjwt08IwQpQQDVctQ8EKNiAwGA6anp0u+28XAZToHHwTx80uSJIRCIeh0OtXqh3JMFEXU1taitrYWOzs7iMViWF9fV/XzdrsdyWSSbdppI6NMQH5Io/GHQiEsLS1hZWUl7x7p9XrY7XbWHIfWU9qsVxrYkuRGOp2G1WrFN998gzdv3jC/TExhi8XCmj8C7xMElZyv2HtLlST8u+FyueB0OhGJRLC9vc0SPFSiTc+LAn21TQw9V6PReOR17FOzKpjx3nhAlppgh0IhDA4OMjCQNmDK2IA2oMSCIkbawMAAhoeHsbi4WJTddtKmdY5AIICWlhZMTk7mNSc+6rjUQGIqyfV6vXj37h2rzuH9oFacrXUt9DlJknDu3Dn09/djbGwMg4ODiMVimhtZisME4VBGiEqDP5akgiRJ6OvrQ39/P0ZHRzE4OKgpUUR+yWKxQKfTIRKJVKzPLAiHUh20Rre0tMDr9WJ4eJhVtRDgQu+uwWBg73OpxoNqv1M2vNQCbOrr69HR0YH5+XnMzMzk+V6aU1QBo5X8kyQJNpsNu7u7VV38z8gEQWByMbIsM5IA3zyOfNnQ0JDmHo8nyCljUgJWOzs78fTpU2xvbxeMQbn/U1o5/pKAZUqU0RojiiIcDgfsdjtWVlZYw1Oq+rDZbHj+/HnRWIPiNj6hU8qv8YChLMu4cOEC9Ho9Xr58WQD8Uv+Xb775BtFoFL/88ktBTyv+Oklu50PPRbXnwydybTYbbt26hVAohPv372NsbKxgjHQPibSodY6jrN11dXX4/vvvkU6n8eTJE+zs7DBZFDq3mmzGcWMFWkMIiyAj/9vV1YXp6ek8+UWqIiH/X6mmtsPhQH9/P5Pd+hysCjCrmCAc6tmS86VGUX/++WeeLqLawk1aicCh1vDq6ipqa2vR1NSEsbGxPL3bDxkwk54cAStNTU1wOBwYHx8v2TG2HFNjfciyjKamJqTTaWxsbDDdHvpcOY6HmOPBYBDxeBxzc3Oa5W+0EGptuuvq6rC8vHzsaz2K2Ww2NDc3Q6/XY2ZmpoABT/dCqc9MHaaJRXIU0+l08Pl8aGhoYOz5TCaDxsZGWCwWjIyM5C20giAwrUH+GJVuLLQyeIIgoKOjg7HxFhcXEYlEmIQMsamdTidisRgD1JQajfzxrFYrLBYLUqlUnibSX92qAPN7SQK73Y79/X3YbDaIosikfkiWxuVyYWZmJk//DMivpiApGso689rGTU1NsFqtGBsbKykTdBzfzX+Xz/DzzDP6v8lkYqx/vuql2LHVJDF4o3mplHCy2+0IBoPY3Nw8lh48mSRJ8Pv98Hg8WF1dxcbGRkEA6nA4WGKNXxd5X/4hg27+2ZhMJni9XjidTiwtLTHJJgJe+WoYeocowCyHXayVWP3hhx/w6NEj1NbWMnYOSVrxoAExlKiTezmNB8nUxkZJYP44er2eSWaYzWZWCcM3krVYLKyT+oeUMfiYVgUzDo1nWFKzYavVipcvXyKZTDI/yyf56N+0qSY2fDabRSAQQG9vL16+fJnXLPm0Y2WtWJS0Er1eL54+fVqQdDzKuJSb+lwux5oKpdNpzM7OssQpDxwS2KJ1fq2x8N81Go3o7+/HhQsXMDg4iFevXpWl4Q8cMnqNRiNSqVRR3eHTNLPZjCtXrqCxsRFPnjwpKEPn92AHBweQJAlmsxnZbLZAn1kLXKHfEXABHK5lVHa/vb3NWPUENtMz4mUzqClvOeuA1rPV+rnJZEJPTw9qamrw6tWrvAohui7qbcInBSh5WldXh42NDSwuLv5ltT+V7/uX7pPJBxuNRjidTqRSKayurubJDjU1NcHlcuHt27eazfzoWAcHB4w5S/Od/KHL5cLTp0/z9qTFgGXe/ytNzffysTD/ewL+gPfN5vR6PWw2G/r7+7G+vl5US5rOR8fJ5YpLYtB9o7EAh8ztCxcuYGpqqqg+PI2tq6sLX3/9NdbW1nD37l1sbm5qYkDECC7V3+MkrVQSgKonv/vuO8iyjJ9//jmv5xEZNUBNp9N5exqKiY9KGJEkCd3d3bh48SLGx8dZbEHPMJvN5jGIj2Pkw+nfWu8GSeWazWa8fPkSu7u7cLlc2NraKugtw+8nlPH1525VgFlhBLS5XC7s7+9DkiT8+OOP+Mc//sFeakBdR4hKSnK5HGs4ZzKZ4PF4MD4+/kEb3CgdFy+R0dnZiWQyicnJyWNv3tUWEuBQW6a+vh7r6+vY3NwsyBJWmtUizdW6ujrs7u5ieXlZM0PJOwk++Kyrq8PS0hL7vxbL9rRMEN7LpMTjcczMzLB3QtkMkYJbYmXb7XY2dgAVMcLofkiShGAwCKfTifn5eUiShLq6Orx8+bJg8ebLcQjs4RtPlTpfLpdjzUfU3rGmpiaEw2HYbDbU1dVhb28PgUAA8/PzjCFE107XSKwLPrtHjXcymQz29/c/Wnn9admXDjBTgJLJZNDb28tY+F6vl1UjBINBAMDS0lLBZhN4H6SKoshkV3h9LIPBgPb2dqTT6aINAclOCuygMZE8hLIBn8fjQSAQUK0wUTOe8VEOe4oPoOvq6mCz2bCwsHAiLFP+PLIso66uDna7nQHNdI8picRvxOm7BEJRwu2kA7NSz5HWEJKvkCSJaepTMotPOGezWdhsNla+R+XUWucmU47h73//O/71r3/h4OAANTU1rBIqm80WNLKiJk8E7qoBGvz6RmwZNRY8lcPzYzabzTh79iwGBwdht9uZzjbFDoJwKKeysbGRx2b+3IPoLx3M4Dd39K7ncoel1zs7O8hkMnmlo0rWLW1EeSCwubkZdXV1ePHiBfNBHyI20/IDJpMJV69exf7+Pv7444+8zetRxkVrkvI7Pp8P3d3dmJqaYlr1fMKtlKZkuSxB/jhWqxXXrl1Da2srnjx5gpGREc3YiT8+JXsJdPqQQAhvLpcLt2/fhtFoxL1799iazvdzyeXe6+NTv5lEIqEp98E/H+U10d6Omnl1dHRgbGwM29vbrHk6AFbJcnBwAJvNxvSgKz0f/xklOEffo8T6hQsXEI/H8fTpU+bXaT9BMiepVApmsxn19fVIJBIIh8OfTZUf2Zfsk0VRhMlkQjKZhM1mgyAcyi5YLBZEIhHE43E0NzdDkqSy9v20luv1elbVRA0BU6kUXr16lXcMJQisZuX4iWJzQpk8onEGAgGcOXOmqFQHf2w+eVRsXqr1Q+ru7obf78fLly8LmNvFjCpIrl+/jpmZGTx48CCPZMbPbwL11eJHrbWKlzM5qhVLuAGH19/a2opvv/0WGxsb+OWXX1SlYqmSg8ZPkpuRSISdg8DWYmPmyTK0D7x27RqCwSAePHiAmZmZPBCYMA6Kk5VW6h7xwDCRN7Q+TziJ3+/H+fPnsby8jJWVFUZ64j/Dx8JHIer9la0KMP/beKdjMBhgtVqxtbWF2tpa3L59G//4xz/YhgpAHnWevms2mxnDgUTp0+k0xsfH2edPm4kBqDeGI3Cura0N4XAYKysrJ6q3TBNHFGCdu0gAACAASURBVEUEg0FYLBbGJgTyu16Xugdq4DhNdGLF+Xw+bG9vIxwOlyyVIzafFsAMHAaspUrpTsr4RnwbGxsIh8N5zG4anyAcygIQAMRnSyVJgtPpLKkRS9dJzU+y2SwcDgeam5uRSqUQCARw9+7dvHeBwOt4PM5Aq3Q6zdiGpUATugY1wILG3tjYyJ6dTqeD1+tFKBRCKpXCH3/8wd4p/t0igH59fZ0FP9SkLRqNflbAMtmXDDBTRpx0fK1WKxYWFljzR2K+XblypaBMjeYPvccAmDYorzVvNpvR1dWFtbW1vHLsYnYUH662UaS5Rf6Jv+76+nrYbDZMTU0VrVzgg0ICfNT8rBYgYjKZEAqFkEgkKmIzlSrVVrtHJpMJ9fX1MBqNWF5exvb2NqtaUPPh1LE6kUiw53kaQLOWKUv/vV4vampqEI1GmUTE/v4+Y2qKosgaNAKH75tOp8tjLfDPQRRFBtTwdunSJdbUjI7j9/vhdrsxNTXFtD5pvbXZbIhGo5AkCblcruB8SmaQyWQqSCIIgsCkOmRZZg10iPU0PT3NAEOv1wuHw4GVlRVsb28zUJGqX0qBJp+DfclgBp8YA95vmqjJWiwWQ1tbG2uWyYMOfBKMj2V6e3uh1+sxNDSU17cEOH29ZbWkXG1tLQYGBvDnn39idnY2zz9XIlPBf4c+zwMJXV1d8Hg8ePPmDYthlKxlrbnErylkvP6k2nf5xGsul4PD4cCtW7fg9/tx//59xggu5dMNBgPzbyRxpLwfSt9zks+TriMQCODKlSvY39/Hs2fP8prtkX8FwHw06TNHIpG8MStZiqWMGOeJRAKzs7NsPvBJE/K1ANgax4+dzlfsvhiNRpw/fx5ra2uYm5srWPsoxuns7ERTUxNevnyJcDicB5AZjUb4/X5ks1lsbm7mySB9Tval+mRi6cfjcQQCAeRyOWxvb8NmsyESiWB/fx8Gg4HpMgOHDFnq8UCVDaIoIhqNsncql8ux2MRut+Pq1auYm5tj7H0yNT/EWzlkB/o/Py+UP+dlOoBD/9nb24uamho8f/68pKQdHbsYCUMrmWez2XDp0iXs7OxgZGSkbJxACVbLsoxLly5hYGAAY2NjePToUd64lUAzAerK8yn3EbIsH7nCWXlcpakByOfPn8f169cxMjKCR48e5SWErVYrww4oWaq2/ynmg5TgLGFAgiCgtrYW33zzDXZ2dvD06dMCkJsaEBZr9Kq8ZjU5DDUjEJviBgLQu7u7YTAYCrA12hfwa4ISa+F7tX1uVgWY/212ux3RaJTR7SnQ6+3thdVqZSWylKmmbAc5j/8n70qb27iy62kA3dj3fee+SSS1S5ZsyZKnZmrimalKxklV8il/b6qSqUwyS5KxLWu1REqUKFKiSHHfAZAAN5AgAAL5wNyn143GQm1jibfKJUsAul+/7r7vvnPPPVer1cLr9WJpaYnphW1ubrImHcD7L/Ojc5AGNM9yisVi8Hg8ePXqFRMnfxPjX3Qy2iyTJEY2m2VN7fggt1pmUDl+/rvAYRm1MlsoSRKCwSC8Xi/W1tZYQynlcej/BeGwPL6aREYgEEAmk6lZNvSuTa/XIxqNwuFwIJFIYGVlhT1LdP94Ddbp6WnZNfEa30pTPmsmk0lWuqLVamGz2XDx4kW8ePECq6urbP6omc2TJ08YqCMIAis1VCuLUnu2JUmCVqtl39dqtXC73XA4HDCZTJiYmEAul2OJHYfDgRMnTmBxcVHWFJFf9P1+P7a3t6HRaLC3twe3280kMRrR0frY7LgCzBQ0E3NCFEVsbW0xgJHv6n7y5EmUy2XMzc1VdL2PxWJYXFwEcBgkFgoFVjXgcrnQ3NyM2dnZt9agr2XKwJb+rhbUGAwGtLS0YH9/H3Nzc6od4ZWgMf0/aeyT8YkZNTaI2+2Gz+fD8vJyw438yAjIoDE0Uv5G4zCbzYhEItDpdNja2kIymVStjCCmHAWvxCr40EAzn+ggVrHP50OxWKxgfHs8HhbwUkBJIIeymqNaFYrFYlFNmP3617/G0NAQAGB9fZ35R6fTifX1dVmlCZ1fbSNksVhkslgUzNP97OjoAADMz88jl8vB4/Ew0Bw4vI9UeVIsFrG1tcWaEgKHDVq0Wm3Nngkfux1XMIM3YgtRzEKA48HBAWtYub6+js3NTQZq0WaLfJMkSbhy5QpSqRTGxsZUEzHvy9R8qSAI6O7uRiwWw8DAgKxRrPI3jRxfafRbAizW1tYYAQV4TVxRA6RrnYPiRAAycKge0Ez/5vF48OWXX8JsNuP27dtYWFioWQ1G5xMEgVWa1SIfvI/7SP6zVCqhubmZ6TMPDw8zP0skDSJJEAvZbDajXC4zP/smCTFBEGCz2dDb24tCoYDJyUmmzVwul5kMlcFgYKXvFMOo3Q8lqaajo4M1LG5ubkahUMDdu3fZ/k2ZOLTb7Th79iyKxSIePXqEvb09OJ1OiKKIzc1NWaz9U/XLbxN3HUefTMCxzWZjVafpdJol+vg4mQcuDQYDALBktCiKTFqOfqts5vfs2TMsLy9XTT7VsnqJJt4fKeNiteSPxWLB+fPnVatL1MamfK4aBZcFQUAsFkNXVxdGRkaq6ihXOy8dVxmrktRPf38/nj59ioGBgaoV7gRofuhqkXrvotlsxueff47u7m7cvXsXExMTMBgM2N7elmEEkiSx/bnaPkT5b2oESaVRb6/e3l5kMhk8e/ZMJtvEr0/1qpprXSePb/CEEdqD8PfGZDLhypUr2N7extOnT5k2uCAIsmeLnmPq5UINOIkA+CnZsQeY6cZT8yfKdJNT/vrrrzEyMgK9Xo/Z2dkKEJMCZbPZzLJIHR0dSCQSsoZyHwJcJpMkiW3AJUliG8ZXr169NYBK16HUSKImiPPz89jc3AQgD44b3TDwTpmOHwqFqi5ser2eyT4kEgkkEomqiw2BIvxLThYKhbC+vs7mpxZw+q7NZDKhubkZBwcHyOVyqlqrbW1tmJubky28BK43EhybTCZZowdy0MDhtdrtdiSTSaYh9Otf/xq///3v2XcJ3BFFkYETSuBMaRTIZLNZ2O12+Hw+7O7uIpFIIBqNYnt7m5V+U2khATcEnqfTabS0tODVq1col8sIh8PIZrOsAU5LSwtr9sZryv5UA+ij2nEEmGkhdzqd0Gg02NjYYExkCpj5JgrE8nn58iUKhQILNCiptLq6yspEKenl9/sRiUSYLr6aKX2WEpBoFFAFKoNktSDK4XAgHo9jZWVFpqmodm4yPhlHQQ9ZNQ10nU7HAN43beRH5b98ExgANd895TVYrVZEo1EUi0WsrKxUAJKkZcmDrXS9pMdeTXv4XfptStjyPk4URZw5cwbb29tYXl5mjUeoIR4xTyiopmQJv4kgRh0P9tJcUjKP/+z69esYGRkB8DrpurOzA6fTiWQyKbtml8uFbDarWgZttVpZko7ffNIzKUkSHA4HotEoUqkU9vf3ZY2JASAcDmNnZ4ex0peWlpi0kd1uh9VqxeLiYt3y/o/VjiOYQe84IE+WETjhdrtloEY0GsXm5iZ7BqhUm95hi8WCs2fPYnZ2VhbzvO+Yq9rxqQQcAB4/fizbsCp9br3j8zGREnyJRCLo6OjA8+fPZRVo9B4e5Z0hX0iAJu8fDQYDDg4OGOBJY6+2yReEQxm5r776CqVSCTdv3qxZ6ciTQKhhLiWW+DXlfd1L8rE0dr1ej66uLphMJiQSCRnzXBCECk1ikt6qB7gS07ytrQ13797F2toa+4z2FM3NzWhtbcXk5CSSyWQFEUOv16NUet1PoNqcajQahMNh9PX1IZFIYHR0FLlcjjUNu3jxIu7fv6+6btN9b25uRm9vLyYnJzE1NcWADrr3SgLSh7b39X4fN59MTM1iscjwC5IxpDi3XrNJYr+Wy4dMU2I9E4gWj8fR1dXFmKL8b+tZo/e4mr+j51kZU/r9fpw5cwZjY2OYm5trKAHHx+G1fCBvxNSVJAlDQ0MNS5wqj1VLFsFqteLKlSvo7OxkmvjVpGt4ogOfQPtbx1Yulws/+9nPYLVa8e2332JhYUFVXkQURRnJgpcCBV4TSABUEGt4o5ijXD4kH3V2diIWi+H58+eYnp5GsVhkvW348/KNhMl4KaVq51LuNQRBzngmmTqKe5qbm9HW1oaxsTFsbm7CYDDIKud5IhD5YgDsPfyUpIuONcBMm37gUCJhY2ODbfDy+TxEUcQ333yDP/zhDwyMoHlRNkiyWq2wWq0IhUKYnJw8MiPsXRo1TzGbzeju7kYymcTCwsIbBxS8k1ZmGbVaLWKxGCRJwtzcHANoleByo8EyD9rT+cLhMBYXF2segza6FosFiUQCqVSqqpMix8aDBqQXrQzaeCf4Ph25RqOBxWJBd3c3dnZ2MDc3JwNWvv76a/z1r39l2oalUgkul4tp9fHgDEkI8EYZ6/39fdjtdvj9fga0T05Owmw2IxgMQqvVYnV1FX/3d3+H3/3udxVZZGooxd8jynirXZPb7YbVakWpVEIikWBBdyAQgMFgwPz8PMrlw07dlD3f3NxkIFihUMCZM2fwX//1X2xDyzf78/v97NjA4XNQKpU+KBP9fdpxA5jpOcjn8+js7EQikYAkSayZjkajYRt/XjonGo3CZDJhcXER+/v7rKOvXq9nSQzyW/F4vGozP97eJsmk/A0PKKvpLYdCISaBoCZfwI9DLWimz5SghnLcBOqm0+kK0PAopiaXQ2snD3bUM9KXD4fDKBQKWFpaYtfPA8xq4yT5oHK5LANR1O7XUe8hP3/Vyqc7OjpgsViQTCYhSRISiQRrHGmz2bC+vs7iBK/XW7G+aDQamM3mCrCXwLeWlhZsbW1hYWEBhUIBly9fxvz8PKuS8nq97HwEelAAHIvFsLq6qvp8WywWVj6o3Ajx124wGNDf349sNov5+XlZKWJbWxu2t7eRSqVYn4lSqcSA7mg0isnJSQCQAWCfih03MIMvWSVZGwL1SHPcZrOxBHU+n4fL5YIoitjY2GCbp3L5kDXq9XrR09ODkZGRD97MT+34TqeTlYBPTEzIYsejAr5qCXeKW/r6+mA0GvHkyRPms5R+u9HzKMtvlWsVbcQJSOV9jzK5yQNG5D+uXbuG3d1d3Lx5k1X4qK2H/G9Jiq9QKDC/rfbdN73H1eaXPiMmfV9fHxwOB4aGhlhjUuA1EE5N/8jf8gAsf7xQKIRTp05haWkJu7u7uHz5Mubm5vDjjz8y4Jf8msFgwMmTJ2EymTA+Po7NzU0WK9NxldWs/Brudrtx6tQp7O/vY3h4mDXZ5r9jNBpx/vx5BINB3Lt3DwsLC7LPCfCwWCzo7e1FuVzG06dPGfjIA1Nvcx9+inacfDJJr+RyOdjtdgYOk8a4VqutKRHAJ83pvSG9ZmLeUzO/hw8fMn/fqDUSN9dK2qmBy6R/Ho1GMTg4WBVj4YlP9fx2Nd/u8Xhw5syZmpIg1c79Ju+U3W7HF198gXg8jgcPHmBkZKRqPw2qDG6E8SoIhxUm70sWh997hEIhfPXVV8hms7h586as+od8E8l+EDHF7XYjk8nIqqerVd7Rc0oJbT5p6nK50NfXB71ej8ePH2Nra0u23hGBjdbKevsk+ozImkosSXk8HhynNej06dPQarUYHR1lRECK7fkKP35uKHb6VGLlYwsw04tBkhh2ux1bW1uQJAm7u7uMAfDLX/4Sf/rTn+D3+zE9Pc1+b7PZmHQGcLjhcjgcGBsbkwEE7ztgVsuOSZIEj8eDSCSC6elppNPpNwYSlC8g/Z3YV/F4HBsbG4ytrRZQ1rt+/phApf5SKBRqWB/VZDIhEonAZDJheXkZ6+vrVV9WXtQ9HA4z9rPymt1ud1U22Nua8lx2ux0mk4k1vqNmHL/61a/w3XffyVgRNpuNAcc8k1kN8KVSKrfbDY1GI3tunz17BgCMNSqKIq5fv44//OEPFccJhUJIJpMywEAN0Nbr9fD7/UxvlbQY+c+7u7sxNzfHAmmv18tKvQlkFEURN27cwIsXL1jnWpozamDicDgwNzfHFgSfz1ez2cPHZMcJYBZFEZIkIZvNss0aycJks1mmnQi83mAToOZwOJj+3MTEBLRaLTweD/L5PGOJiaKIjo4OHBwc4NWrV1X9gnKT/ibgMlDZIIMvVyaTJAlNTU0olUqYm5tjgVW9YF4JDNKmWw1koCAmEAjAZrNhcXFRxox9E6MmuGpJPAI+KJBrxP8LwqFkB/m91dVVJvfAl2uSiaIIi8WCzc1NpmNGjGE1WZCj3Efl/ZMkCQAqko9NTU1wu90YGhqCyWRigG8ymYTL5cLs7CyA15rayWRSxq4XBIH5TvLdNHeFQoE1YXW5XFheXmZ6zbyci9lsxqlTpzAzM4P19XXGPAqFQtjY2JDdZ3pnAFTMJ4FRJpOJ+eNSqYRIJIJSqYRoNIrV1VWm020ymQCA+X2SXHK5XNja2oLdbsfU1BSbS5Lx+FTsOIEZfB8L4DBBkcvlIEmSrOLParViY2NDxtCxWq1MjxE4fKZaWlpYMz/l8/mhY2ViHHV3d2NoaIgl3fh3lN/I1rJam1WHw4GzZ89iZWWFVWMBr6WFjgr40WZWmcirllzT6/WssaJyc672ffqvra0Nn3/+ORKJBO7cuVMBelY7r8FgYI2ceHDjbe5vI3PEj8PlcqG/vx+FQgGjo6OsygQ4jD9tNhvy+Tx2dnYq1gyr1YozZ85Aq9Xi0aNHrCqTgIOenh48fPgQL1++rHimPB4P2tramHwS6d0SwKu8XyaTCWfOnIHZbMaTJ0+QSqVU1016D51OJxwOB/r6+pBOp3H//n3VyiGKhdvb2zE/P4/5+XkGeP/UpTLexI6LTybWMe1VHQ4HAxwp6aEmsSUIAus1ZDQaWcU2gWU8yHf+/HkUCgUMDQ2p6v/y1kisrEaSqAYA87E9mV6vx+nTp1Eul/HkyZOaVXe1gGve1MBlrVaLzs5ORCIRPH78mMUstZJqtc511DXN7Xbj6tWr8Pl8uHfvHsbHxyuay9L8kfQP9eNQM9oTvw95DbXKPpL2uXz5MmZmZvDgwQNks1lZtQnw2pfRf7USh/x1EPhM3+eTZkRKa25uxtLSkoysQsewWCzY399XBe/571Wr8qB5b2lpQXd3Nx48eMCwlEgkgnw+zyo79/f34Xa70dLSgp2dHXYv6VrMZjOLjUj2kch4tM5+7HYsAWZBeM0oAoDm5mZsbGxgd3dX1gE9Ho+jra0NT58+hSiKWFlZYUFqNBpFoVDA6uoqQqEQnE4nXr169UEblACVZdD0gkuShImJiTfWddFoNBWanvxngUAAPp8Pc3Nz2NzclAEcwNGYGHQdSiYHMaQDgQCWlpYqjsv/P795oI17JBKBJElMP1sJXAOvGWqhUKgCYKbPvV4vK+98l6b2jPAC+fRcTUxMoKenB6lUqoKV5nQ6YTAYWPfxcrnMSqDJdDodA5eoMVO5XGZMj0ePHlWMq6enB4IgIJFIMAaoIAj4xS9+gW+//ZY1XCCwgTYRoijC4/HAbDYz/cVqi4bT6UR7ezvTKi8UCszpEuumUCjA5/PB4XAAAJaXl1nTCuBwgxUIBNi9I8H9Fy9evHFS5adkxwVgFgQBkUiE6fH6fD5otVpEo1GWtOMDFL76xOFwsHvf39+Pe/fuwWq1AgBjXZpMJnR0dCCTyTDWfK2xvOuNsJpchdVqRTwex/r6eoWcUq1jKzeHSoCZ/y4FM/F4nDXye9tu0wBYY7da7xgFhEB9jWa6Zp1OB5fLBa/Xi1wux0BZZUAoSRKsVitjSVBQSPP8JjI51dbsWgCzVqtlSRBiY3s8HjgcDjx+/FiWpKQEJZU4EoDOxwy0+efXIYPBgFgsBqvVitnZWVmJNgCcOnUKpVIJOzs7SKfTTJt+f38f6+vr7DkA1EuzSb+T1g2eqazRaNi97ujoYOy8YrEIg8Eg641A39Xr9QgGg3jx4gVjPkUiESwvL3/yzAylfcw+mUyn07GNXF9fH5xOJ+7du8fYkoVCAZIkMTazIAgMyKJmvMDhc9/a2gqPx4PHjx/L5MiAD6e3TEYyNyaTCYODgzJQhl9faGz1NqRqPkcQBLS0tKC1tRXPnj1DKpVivrqahEY9P1mrIRGvu6+8bhonsbL4JndqwDv9VqfToaenB5cuXcLU1BQGBgbYelzLqHSY5K14gsZR7nUtMEppFDOsrKxgf3+f+Z6TJ09iamoKU1NTsmOYzWaYzWZsbW0hl8tBFEX09/cjGAxiaGgIS0tLqvNss9nwxRdfwGaz4datWwxkICOwo6urC69evcLa2hprzkrzJkkSTp48iWAwiNHRUSwuLjYE+mo0GrS0tMBiscDhcEAURUxMTLCx8uMlMLKjowOxWAwPHz7E+vo6Y8x9iKbm78PU3ufj4pOJSJFKpeB0OlkCnuZEjQil0Rw2Kc7n84z5Wy4fSoOSDB1wGJN+9tlnWFxcVE2ekPE+i/ffR9nzA5A1i1Uei8zlcuHs2bOYmZmpeH/Vjlsr1ql2DuBw733u3Dns7OzU1XWudj30dx44fZM41Ov14tq1a7Db7bh9+zampqZUe3lpNBqWOKxG5jgquaIR/6O23+CNEgKnTp1COp3G9PQ0dDodnj9/Lmv8S/FurXid7/VA56cxUGJFuTeIxWLo7u7GxMQEpqenWTxNOBMdUwneKyU6KA6g+D4SiSAejzPC49WrV7G0tIR79+4hn88zDWqqrszn86ynld1ux9DQENbX11ninc7Jy57o9fpPvgL7kwaYCWwYHh5GKBRCc3MzBgcH4Xa7sba2xgKvK1euIJPJYHd3F+l0GltbW+wF7Ovrw9TUFLxeLwCo6uZ+COPLxM1mM7q6urCxsYH5+fk31qLlN+vKxUqSJLS0tAAAa6r1phsEPgtFgCcdjxwBLYx8cz7leXQ6HaxWa0UjQGLVRCIRaDQaLC0tsc2zcsy8viC/UBLAvL29/c4YzLXmy2q1soCBgHxiHg8PD8Nut0MQBMbMJuB4ZmaGMfgIEKBsW1NTE9LpNFKplGxTIAgC+vv7sby8LCsjpM+MRiN8Ph8kScLq6iq2t7fxD//wD/jLX/6C3d1dmWwGNelzOp3Y2tqSMcdrXa8oiohGo/B6vZibm2MMIqfTCUmSkEwmWUlJuVxGMBhkJWAAGEuQGmnl83n09PRgYmLiow2eeTsuALNOp8OlS5fw4MEDmM1m6HQ6pNNp/Ou//iv+8pe/oFQqYWNjg0nC0CbbZrNBq9UinU7D6/UyDePt7W2WBXY4HEzDnNe8VFq15FUjxn9fKYGhxn7wer3wer2Yn5+v6CJdix1BoA3NA51PEISKQJ0YK4FAACsrK1UbgtYyKq9TMgzcbndFAyyluVwuZDIZBqTyQaIaEEN/0uY3EAjA4XAgk8mwxAMZAcxqzRmpESAFePU2PvUADJJtoaCPfBHwOnm3sbHBSt4kScJvf/tb/PWvf2UMObvdzsAF0oRT0/unMui9vb2K++l0OhGJRLCzs4PFxUUWp7S1tcFiseDFixfweDwQBIGVuZLPV9ucUCLW6XQin88jnU7X9Jk6nQ79/f1MVy6TybDEL83LxYsX8fDhQ5jNZni9XmSzWaRSKfh8PqTT6U8+cFbax+yTgcNnxGAwYH9/n1XpLSwssLiXSBWkGV4ul1kyiIBLh8OBfD6Ppv+v1OCrR942mdfI+KvFWZcvX0YikcCLFy9U/SnwOhbk40HeyLfxlSf0Hb1ej7Nnz0IQBAwPD1fI0tSKi9RAC2VCSu23yvdbaeRnqIFqPp9nY1cDmnmj6+nr68PQ0BCePn3akH4/yVJQ81KeSVzPGt1baDSHjcyJiBCLxfDy5UsGzOh0OhmzmPwWxRIWiwV+vx+dnZ2Ym5vDixcvZIm/avcoGo3ixo0bWFhYwP379xkJhRhwkiThxIkTMJvNmJ6exv7+Pvb29hCJRNDa2spAb2XlUq37yv+bRqNBW1sburq6AAB3796tWBPpefZ4POjt7cXKygpevnyJcvnjki2q5yuOg0/WaDRMJ9nlcuHg4KChuI7YrrlcjoFoTqcT5XKZJay9Xi/OnTuH0dFR1QrQaomwo8TNteSGlBUmgnCoAd3c3Izh4eGa18nHzXT8ahUrau9RNBrFiRMnWKLnqGsSJe1I251v2lbP1/GsWuW4gsEgrl27BkmScOvWrapSpySLUywWZb0D3uXayuMyjfgNqhLR6XRIJBJwu904efIk0uk0Xr58yWJBks3gAV8CaClJqHYdHo8H58+fx9TUFCYnJ2XJOUEQ4HK5cPLkSRgMBgwPDyOZTMqY8Ur9ZR5LU/phv9/PsLWXL18yLEiv1+PcuXOs0SEf2xAQTsfxeDw4ffo01tbWsLq6irW1NVYBRrJN2WyW6Ue/z7joQ9mxBJhJ/xUAE8gfHx9HNBqVvcB///d/j9u3byMcDmN6ehqlUolJBpw5c4Y5PF5o/n0HzEojxpbX60VLSwvm5+dZs503GROxVcgp8ptcm82GlpYW9oIos+VHzZTxrGVRFGE0GlkpGjEtyuUyHA4Huyb+ushMJhMcDkcFi4A/l91uRzgcRrlcxtLSEsuiqS1ABF7S5x6PpwJgJgdEjONGWYG0EFZjh9Px9Ho9fD4f9vf3sbGxgdOnT2NgYADFYpFd797eHux2O9rb2/HXv/6VLd60YJ06dQqzs7NMC05tYbdYLGhra0OpVML09HRF6Tyx26hBX39/P+7cucNAhv39fWi1WkQiEeRyOWQymTcCEaxWK1pbW1Eul1k3brPZzJoEEShD4ByNiZhUfKKira0Ni4uLFbIdH6MdF4DZZrOhq6sLY2NjKJVKyOVyEAQB//Iv/4J///d/R3NzM+bm5ljyhYLknp4eBhDQJmtra4v5gkAggEgkgomJifdWdqT0ezxbWfkZMZu0Wi0rWeWPw//JB+Pkp4xGI2P203eV5YTAYcIlFotBq9XKw1cLzQAAIABJREFUtPGPel1OpxOZTIZpm5MPVFZJqP02Fothbm5ONk5eMxSo7CSuvBZJkhAMBmG1WpFKpbC2toaDgwPo9XqYzWbVTQedh9b4QqFQwXLgz0njoFJCpfGdomn85XKZ/T+VItNmrVAo4JtvvsEf//hH2Gw29gxks1mYzWbGZuPLBCkZSFrGqVRKFeylih5KuqZSKXg8HsRiMVaJYjQaEY/HodFoWMDLX3u5XIbRaGQbzEwm03Dy1G63Y2dnB263G01NTVhcXEQikWD3rKOjA1NTU2xNd7vdMJlMyOVy2NjY+CR8MnA8wAzgNUOqra0Ne3t7SKVS2N3dZZJylEgjaRSSmOMlB4jRXiwWZVJnfytwORwO48yZM3j27Blj1fNapMp3hUwZK1LT43w+X+HPPB4Pzp49i7m5OdZ4iGd91QNO+bVAEF43NSIgnE/2NXLN/Gf8sQ0GA2OB8TFstWMDh/H2hQsX0N7ejoGBAYyOjtaNf2luXS4XTCYT0uk0k6ao9v1q16g0p9OJEydOIJPJYGpqCvv7+5AkCb29vQgEAnj8+DFWV1eZj+3s7ITT6cSLFy+wtrYGnU6HtrY2GI1GTE1NYWtrqyKxwM+f0khbu7+/H4ODgxgbG2Pfo/F7vV6cPn2ayWUUi0U8f/78nciHUFl1MBjEjRs3GPivvCd0/S0tLYhEInj27BmrfPwU7Dj4ZJ1OB6PRyOJAqkal5I1aLEhALZHkeAlGApfj8Ti6u7vx8OHDiphKLVFFVi+mUv57te8r33VRFNHb2wtRFPH06dO6vVKUx1Aer5o/oSpes9mMR48evVV8Qgl72puQ3F8tLWz6XT1QnjTxi8UifvjhB6ysrKj6RtLcpwqVWixjSqyRv6tlfA8GNWkM5XeVDf3oGulampqaMDs7yxIZlOijcVgsFuTzeSb5QtUWBwcHsFgsbK+XTqdx+fJlFAoFfP/990wqlJ+PUCiEnp4eZDIZ5nP5d0TZ/4T/zG6348SJEyiVSqxpn9IoeXfjxg2USiV89913SKfTsvtKz4RGo0FXVxerRlxZWZHF/7QHqSV78jHZsQSYiTG5sLCAnZ0dxGIxzM/Pw+Vyscy2TqfDb3/7W/zxj39Ec3MzK2GmRoA9PT1YXFyUdUx+nwFzLSAhGo3C5XKxzMqbNnIgWQzSfyTmE8k1eDwezMzMMId0lMwlfx10LbyTEkUROp1OJkNhNBphs9lYMykqA1Fek9VqhcVikbGcq12fw+Fgm53V1dWqzlUQDkvLCWBVA04FQUBzczPS6TQ2NzcbXkSobE1NcsNqtcJms0EURayvr2NnZwdarRZnzpyRMUZoMXO5XOjt7cVf/vIXGAwG7O7usgDks88+Y+xP5RiU8+Lz+RCJRJDJZFijNN50Oh1sNht6e3uRSCQwOTkJSZJYtvTatWu4e/cu20i9yXug1Wrh8/kQi8WQSCSwuLhYweKj58ZgMODixYuYn5/HysoKAyQJFAPwVtrjPxU7LgBzS0sLRFFk+pSUYPrNb36D3//+92hvb8fMzAxyuRwLcqxWK3p6enDv3j0WKE5MTLAkCTGa+Iwz2Zv4LjVTC1yr6S2bzWZEo1Fsbm7KJDHoOPyffIk2vQPEYAMg0yFTPuMkvZHJZKoGoo1em9vtZk03+eYT1KNATeuPxh+LxViFAX9MYlQ1otFMc2gwGBCJRJim++7uLkwmEzY2NirWRIPBwPwrgUAEylOiTW3uqjUrFUVRtRSPv890Xo/Hg0KhgLa2Njx8+BDFYpFJlGSzWdjtdszMzMgqdUhag2SFCKCrZXq9HtFolMkjUXNW/vNTp05hbW2NJc3L5cPSQKfTySoE6nVGr/VuSJKEaDQKo9GIhYUFbG9vw+VyyfyuRnPYyDAUCuHg4IBV2nzsdhzADODQl3R3d2NxcRGrq6uM5aPX69nmj2Ik0l/mm9cZjUZWJbW8vFyx4XxfpsZe02q1OHHiBILBIB4+fIjt7e0KtpEyvuTBFdog0/cBVFQJajQatLe3o7m5GU+ePJFVclXzO7wpwRxeX55+w4PhNJ8mkwmnT5/G0tKSjPBS7xx0TWpAczWmIZndbsfVq1cRDAZx+/Zt2XnVElYUswKHa6EoiqxClJ9vejaUewylGY1GdHZ2Mtkeup98ctdms+HUqVPQaDQYGRlhgJrD4cDJkydhNBqRSqVkjDoC85VJXDXQmTeLxYIrV67A5XKpymZotVoEg0GmsUz37yiSVcr5URrFxX6/H3fu3GHAulIn1Wq14uzZsyiXy7hz505DTPSfuh0Hn2wymVjfBqoiFUURZrMZmUxGFSPQ6XQwmUyMDOTz+VjDdfKJXq8XP/74Y9V4oBrIfBRCmdr31f7dbrejv78fS0tLTH6skeOTv+CxC0Deb4s3t9uN8+fPY3Z2FhMTE2+1VyRmOWnO079ptVpZv4q30T3XaDRobm7G1atXsbOzg9u3byOVSqn6SupnQzEvWTVCRy1s4Ch67URQVPoTJXNdFEV0dnZCo9FgcXFRVtXCrwX8PSHihNvtxsTEBAOTCbT94osvMDExgQcPHlRgK0ajES0tLUzGa3p6mlX5UQUWSZNSUr27u5tVBtI81zLS7758+TJGR0cxNDQkmwcCymlPcPnyZezv7+Pp06cM5yHyIUltfOyx8rEDmI1GIwMiMpkMAoEA61Sv0WhYeZHT6cSVK1dw79492O127O3tIZ1OQxRF+Hw+JJNJmZ7W+w6Ygcqg2WAwoKurC7lcDjMzMzIAtlFwmR5ociD0fWoiIIoiWltbGcP1ban7lMkhYIGORYE0NSlyu90IhUKwWq24f/8+ezl5Fgf91uFwQK/XI5FINDQG0ooMh8PIZrNYWVlhmUs1NmIgEGCBsHLuWltbkclkmNYlUD9zSwE9fzxBOGzW4Pf7kUqlGGBNTvDkyZOYmJiocJw6nY4B5qQTTcHrz3/+c/z5z39u+H4R69HpdGJxcZE18+N/b7PZEAgEIAgC1tbWWKOvGzdu4P79+6oBylETHSTrYbVaMT09zbL0ZJTpDAQCKBaL8Pl8SKVSyGQyiMVimJ6eZmUnH7uTPg4As16vR3NzM+bn57G7u8sYo4FAAG1tbbh37x6ampoYE5eCiubmZuh0OszOzsLhcGBjYwP7+/vQ6XRobW0FAExOTtbcwL2t31Z7ttX0lt1uN/x+Pwumqh2H30DyOvg8OMEHfMrzer1eeDwezM/PvxVjm9htoihia2sLBoOBMQgAMF3ObDaLZDJZwWauBjDzxydwigdp6t0Ls9mMYDAIvV6PdDrNZFP4IJp0P7e2tmA0GhlwYDKZWJMQtaYnagAzz27gx6cEePjvm81mxGIxpndP/jgUCsHv92NqaoptBi0WC0wmEwqFAnK5HHK5nGyNrwWyCMKhBFQTJz3AJwa7urrgdrsxMDCAcvmwOZTVasXm5iYbVyNWjxVJY9jd3cX29rasKzgAlrg0m82wWq1IJBJv3WTyb23HAcyw2Wy4dOkShoaGsLa2BpPJBI1GI9tAk+SLyWTCzs4Oe59LpRLMZjPi8ThrdvYhY2WlGY1GXLp0CXt7exgeHpYxhPgyVv5PpWk0GiYFQj6H9/8GgwEXLlxAsVjE06dPK97lo8TkwOuEIr+5J3CZkmblchnhcBjd3d3Y29tDW1sbcrkc7t+/j4WFhap+Q+3ftVot9Ho9AMh8vRqYyQM6Ho8H165dg16vx4MHD1ifELV1l2cb6vV6meQbL9VBpgT6aV2MRqPo7OzE1NQUVlZWWD8QQRBUfbLf78eVK1ewuLiIJ0+esNJkqq5QA1AkSWL60fx6Xus5EQQBgUAAX375JfL5PP73f/9XtjZSXwIaK8lp0d6nEVMmCNQ+9/v9uHbtGpLJJNPMVs6JVqtFc3MzYrEYnj17hmQy2dD5f6r2qftkg8EAr9fLtLYpTiZArBqASe+0wWBAW1sbJiYmWB+bc+fOoVQq4fHjxw03mOatUV9WLpcr4mI1PxQOh9He3o7R0dGKXhO8qekAK5N3/PulJIBQEvDRo0c1ZfPqGSXNDg4OGMlJrSraaDTCbDZjf38f2Wy2LrGilmm1WtZ8dW1tDXfv3q0qV2cymVAuH1ZAktwEGU94o3HT56VSia2LjcSJ1YBlMmLcKxOydC8sFgtmZmYYYZO/l5QUcbvdLKZW29PTGt/R0YF79+7h5cuXFbIZRqMRZ86cgd1ux/DwMFZXV2XVhFqtFrFYDB6PB4lEgjW1VluT1EwQDpu2Xr58GcFgEDdv3pRJrtDaTWsnaUWPj48jk8kwORFqkltPhvCnbscKYLZYLIjH44wJp9Pp0NTUhOXlZdhsNqTTaZZ5J725RCLBWJqFQgFOp5M1kPjQxjtoh8OBzs5OLC0tMZr9UcFlvimS0glTl8uWlhasrKwwSQzeGt0o8Kw8CoyVLz6vuRyPx6HT6bC8vIyOjg4MDQ0xQFar1cq6iZbLZdjtduh0upoLksFgkJUy0nx6PB4EAgHs7OxgaWlJtZSaQB2aU36eW1tbsb6+XqH/XEuonXQ2KegzGo0MJE6lUqqlLR6PB+FwGPPz87ImTGTETNNqtVhbW4MgCPj666/xhz/8oeK+2Wy2muCT2Wxm4B3PWOfnw263IxAIoFwuY3l5GSdOnGBOUs3qBcVq33c4HGhpaUE2m8XMzEyFHhOVa+t0OtZ08/Tp0/jP//xPAK/Lej5mLeZPHWAm1mcymUSxWGSAYLFYZAHU0tISbDYbstmsrETp4sWLWF1dZaXbpVIJRqORNfNbXFysGxy9CdjB/0ZNN06ZTAqHw9Dr9Zifn68agPE+hpfDICZGsViUNbdQPtPUCO7g4KBCeqOR6+GZLwQ00EaYGOO8Vhl1PNZqtQiHw6z8nYBDAlTVtPzI+FI6Ypg0EswSqBkIBHBwcIBUKiUrtyaAeWdnR8aypvXO6/VieXm54lzEDOLnRG0jQOuVw+HA7u6ualJNq9XCbrfDYrEgk8lgZ2cHoVCI6WFvbGzAYrGgUChge3ubacjTOsyDO/yfakYVKE1NTZiammJNWcPhMHp7e/Hw4UOYTCZks1lks1nmF99VTwG63nA4zO756uoqu4a2tjaWDDAajWhvb8fw8PAnGTgr7WP0ycBhfNnR0YGxsTH2fPIxGC/1QAx/Pm5xu93wer1M7upDWDVf7vV6cenSJYyPjzPmEu+/G3nH9Ho98ynKirByuQy/349z585hfHwcs7OzFZvSo4DLStIH8HpN4MuTJUnCmTNnYDabMTg4iN3dXSb3cOnSJezv7+O7775j+4NGjeSFBEFg4CtZrURTKBTC1atXkcvl8OOPP7I1ud65TSYTtFptVSCXN5vNhr6+PuRyOYyPjzNSDU9YqbaG0H6vq6sLk5OTTD5Ije3O/8ZkMqFYLMr0/Os9M5SA7e3txZMnTzAxMcHWcCWbkvYDvC5/I1aPDU+a+adOncKjR48wMjIiS6oQiGSxWGC1WrG8vPxR+mTuPfxkfbJer0ckEmF7VIfDgVwuh729PdhsNqa9qwRdgcO4xmQywel0YnZ2Fvl8HhaLBRcvXmR63LykEaAOMtdKdqtZLZ+nRuQixujw8LCMSMWPhU9QkX80GAwVmALfq0Q5F6dPn0axWGSJpqMYsYLL5cNqMGIt07oIVO43+WSc0WhkbHIig6kl8HhT4gVkoiiip6cHFy9eZBrwahXZtF8XBAE7OzsV4yNcBoAsBldjfauNjRjjaglF8rm9vb2wWCy4desWS5Dw43S73ejq6sL29jYmJiYYUchsNrO+I0tLS6z6uxZ+4Xa7cePGDUiShO+//x6JRKIC2woEAujr68P+/j4ePXqEvb09hEIhhEIhrK6ush5m9F7wz3Kj+EUoFMKXX36J9fV13LlzR3b/+OfYZDLh3LlzEEWRJfroeakmpfqx2LEBmClbu7CwgP39fZw8eZLpF05MTCAcDsv0lz///HPMzs7CbDZjYWEBTqcTGo0Gq6urqg09PtQ1lEolRCIRBINBvHr1StYRtl7AQUaOrlwuM9COf+H5hhnT09OseZHyGI2+aHyZBa+tw1+TIByWszU1NWFtbQ3Ly8sQRRHd3d14+vRpxfl4YXir1QoANZsAxGIxrKysqAIvOp0OPp8PPp8PGxsbjIFRjeVBoPzBwQEDmKmpHgVuag1ZyHjmhMfjgcViQTKZZB3Yq3UjdzqdiMViyOVymJ+fl+m3kRmNRjanZ86cwf379yueh5aWFszOztZ8ToiZEo/Hsb29LWOP0gYkl8vB6/XC4XBga2sL29vb2NnZYdrZ/LVXy4rXe4ZI35nYn6T3yS/adGxRFHHjxg2MjY1haWmJZSap9PNjtE8dYKZAOZ/PIxaLoVQqsYzvN998g2+//ZYFFfR8AYfP029+8xvcunWLJVwcDgdaW1sxPz/PyqeUfoN/bt7Ed6sFxrxMAv8ZyTrkcjlVQJN/JwhcpvVHr9fDZDLJSscIXFCyQJxOJ0KhEJLJZEOlXEoj8IhYLVTmTv6Mr1rhm1rRXPDSQ/v7+1heXkahUGCMg2pGDUDS6TTbENAcNAL6UBKKzruyssL06/V6PdM8pqCbNOckSWLJSOXmg8pOqwEVtE7Z7XZks1lsbGzUBFF0Oh3cbjerkgqFQtjd3cXOzg62trbYPLpcLgY2K7WqG2VPRCIRlEol+Hw+zM/PY39/H+fOncOTJ0+wt7eHQqEAnU7HmsG8axYxVeY0NTVBo9FgdnYW2WyWaWHTpvHcuXNMC+9jtU8ZzDCbzWhtbcXExAQjYlA1Bb1ffHxks9mYvygWi4hEItDr9aziDTh6FdNRTc2fC4KA9vZ2tLe3Y3BwUCZXUe03aselRNru7m6FHJ5Go0F3dzfC4TAePXrEqq2UQE0j5wFekz6U0gkE5NOm1+fz4fz585ibm8PExAQ7Pv2GKny+/PJLbG9v4+bNm0dmqFKpLgAZG7vWJpvXC93Y2GD9OpR+TG1elIxD/v5QSbXX68Xz58+RyWQqkpKNzrler8eJEyfg9/sxMjKClZWVqk1QKVbQ6/VMb1tZcVPr3vp8Ply8eBFutxs//PAD60lAx7VYLHA4HNje3q4rs6c0uk4+0aFmNpsN169fh0ajwQ8//KBKArFarSgUCg1JdnzofW+j9in7ZKreBYDu7m6mGXxwcACPx8PeMdrL84mElpYWFItFzM/Po1Q67ClEa7CyoV21fRpQO7nUKD6g9m6SvA81UFP6aPqTJ6Lx76BaTA6g4jjBYBD9/f0YHx/HzMzMGz3D5J9MJhOrkqP4n9a/ekb4C5FpKLFWzW/xlYxqRnJop0+fxvj4OAYHB1VjOwKqNRoN62VD4yECBvkRk8kEnU7H8CW1ayBQWq2qXRAE+Hw+tLe3M8A2FArh+vXryGQyuHXrFntm+fFFo1HW80yv18NoNLLKVjquWuWg2rW2tLTg+vXrWFhYwN27dxnASwQZg8GAjo4OnDhxAhMTEygUCpicnGRxKZEZ1eLURp8dURTR39+P3t5eDA4O4uXLl7KxU0PyUqkEl8uFzs5O7O3tYWRkBPl8Hnq9vgJL+Zjs2ADMFosFGo0GW1tb0Gg0+Md//Ef8z//8DwKBAGZmZuD3+zE/Pw/g8CH+1a9+he+//55pk2m12opMyPs0tay6Xq9HW1sbdDodC/7VMo617h01CaAyYWUpBJXR5HI5zM3NNcwqU5pyQSDQwOFwIJvNsmw+SUBEo1EGaFN2isYyOjpac57sdjvK5XLNAK2pqQlLS0s1mX2iKCIQCMDtdiOdTlcFpIHXUh+xWAxra2vY2tpi10xjIEac2oLh8/lgsViws7Mj0xJSAkhK02q18Pv9CAaDWF9fr8qm12g0CAaDrFMpb21tbZidnW1oMaSmZH6/n7HllZpNoiiy5gLA4YJDOqJKtpPSGnXUxKrWarWYnp5mZUb89ZbLh2XgPp8PkiRhdnaW6YzxJZ8fk33qADP51paWFkiShBcvXqBUKkGn0+Gf/umf8Lvf/Y5J4KRSKaYj53K54HK52OY6EAggHA6z8r9q9jabI7Xf8s83b06nE36/H8lksmrii89iKwFNm80GjUaDzc1NBvQqWXHUwMJsNmN2draunm41MxgMsgZ3BBYptT/peimQVoL1Go0GTqcTXq+X+eNaADNppfMbXjWgud79Iskjv9+PnZ0dluzb2dlhWrEEMDscDuTzecaE530SAczV1jti2wNgzyJZvedKr9fD7/fD6/VidXWVscXo/E6nE4IgsGeF5p+CT6XvqnUu0uCme7C4uCgbZzwex9bWVkPd549i/PNAjQfX19eRTCah0+nYut7W1ob19XXGwPoY7VMGM5TvuMPhYJVCuVwOkiTJnn2n04nt7W0IgoBwOAwAVbvdvw9Te/eo/FuSJDx69Ej2Xje6BkiSBLvdznQ1CdyleNloNOLChQvY29tj/TF4f6XUnaw2dvour/2r9LkkPUJyaZFIBIODg7JEqtp8Uwny1atXsbW1hdu3b1dthq0cE42bgGYipDTCaKbzfv7551hcXMSPP/6I7e1tFhPSJl8t6cqzfAkY6urqwuLioowYQWtmtTmuBzRbLBacPXsWLpcLT548qWjWzpN1aFx6vZ4lWuj94OdCDWgBwJpAUZOujY0NeDweHBwcYHNzk/UMeJt3ptZzTYDL559/jpcvX2JoaEgGDOn1eta491MnY3yMPhkAq1jQ6/X48ccfWXLa7XZjfX1dRmqieOf06dPY2dnBy5cv2drf1dWFgYEB2fqvTKwordGYmSf8VCNU8Mfy+/3o6enB+Ph4RaWFkoBRbX9M/y4IgioJQ6fTMZ3pwcFB1UZtjZpWq2VNNUkSivaXanFjreoIAprJz6kd4yh7FaPRiLNnz6K3txcjIyN4/PixDCPix0S60BR/8WAz/VnLr/LJTqVRb5xyuYwXL17IMBCdToeTJ0/is88+w9jYGAYGBiqIcjqdDn6/H3t7e+w/5fkbnRdJknD+/Hn09fVhYGAAz549q2isTn0BeEY5/7na/wNHYzM7HA5cvXoVkiThhx9+kDUj5HEyesd9Ph/u37+PdDoNl8vFqoE+Njs2ADMFycViEWazGV9//TW+++47WCwWbG5uQhRFpsWj1+vx85//HH/605/gdrtRKBSOnF1+W1PqFVmtVnR2diKTyTDgVy2DV+vlo9Lh3d3dClYagb8tLS1YWFiQsR0aOTZvFIwRKMK/GBREU5aVgENi5SpF0U+cOIHl5eWaDdvoBSVGsxoDuOn/O943AqpS13OSSFlbW6sKNLtcLpRKJRnTkMakBjAT0KDT6VSZ0o06EVEUEQ6H4Xa7sbKywpi9ynkhpjffoCsej7Nz86amHUtGIvkGgwEzMzMVusi0WFKQSotGPYC5HvuCN41GA4/Hwxqlzc3NVdwXYpoYDAb4/X5MTEwgGAwybdCPzT51gFmSJJw8eRJbW1ss6SEIArxeLz777DP893//NywWC2tmViwWYbfbodVqkU6nWXLKZrNhfHy8brdp4OgsOh5A5Z9VHvglo8SO1WrF3NxcVQCNfgtANahxuVyM3UABrJL10dLSgp2dnbcGcywWC0qlEgtGlWxq/tqIrVzLHxPQHAwGsbe3x5ryKc3lcrENttJoswS8bqRVb/0hySPqkE4apDxY4Xa7kc/nZcwM2iRUS+4RgG2xWFjj1aOwefjPrFYrQqEQCoUClpeX2Zzb7Xbo9Xq27vLAkyRJrGKGn/Nac0K+MhaLIZVKsYoOAAiFQhAEgTU0fl8miiLi8TgcDgdSqRRj75Gmnl6vr6rR/VO3TxnM4Ndsau5LADIRA3imLMkXNf9/w+P19fUjx4zv0hwOBz777DMsLS1hbGxMNR6sZyaTiV03bfx5llkgEMCZM2cwOjrK/IxybWgEWAYgA1yVrDseMHE4HLhw4QI2NzcxPDxcAWjXMgJ8qWT35s2bNSXl1IxIBKTnSeetBawSuHPu3DnMzMzg3r17LGbjy4/V1kCz2Yy+vj4AwOjoKKt6pL1Do3JK9cASn8+Ha9euIZfL4c6dO6wiipdP4Y0kpIjVrvTJ/J+8aTSHDSCvX7+OFy9eYGBgQFbJqUwyv6nV2wNeunQJ0WgU9+7dw+zsLJMcpHvwMRIxgE/bJxsMBnz22Wfs3ad7JEkSwzAoXqL3y2w2Q5IkZDIZtpd2u914+PBhRf+favszpTXi09TiEjWWcXt7O/x+P4aGhtj6ojYGPuFUTaaTfKiyt4bNZsPFixexvr6OZ8+eHamhpvI8kiSx66NqMAKG1Ygnzc3NOHXqFEZHR+v2r6I9zt7eXoV2P52zUbNYLPjss8/Q2tqKR48e4dmzZxXVxDRnkiTBaDRic3OzYTkMNSCc4tTW1lb4fD68fPmyopE5b6SX3NnZiQcPHuDFixcVGvyCcFgtKIoiNjc3ayoH1GM22+123LhxAy6XC99++61szSYzmUzwer3Y3t5mlYl0bdXWN3689dZ+eiauXLmCqakpDA4Oyvar9JzT/i8SiWB6ehoAGHb5sdmxAZj5TFI8HkdLSwtmZmZY9nh7e5tR6H0+Hzo6OvDgwQMWVH/oIJm6TQKHWb6mpibMzMxgfX1dFow1EsALwqHOiyAcNm6iBj/0O0mSEAqFYLfbMTk5WaH10+h56Ht8SYcas4Qyr4FAAD6fD0tLS+y6lGaz2RCLxQAAy8vLshdfzQhQVWoyNTU11QRilIwF4NAJhsNhmM1mBjSrveTkeEulkuxZsVgsDGDWarVwu92w2WxMM1S5KXkTM5lMiMViMBgMWFhYqCjRBF5rnZbLh6UW4XAYmUym4j4HAgFZsxW1OaIkRC6Xw/T0dAWARhleQRBYgz0+wK8WxDQCIJGJoojm5mbYbDbMzs5WbGhJG4syklarlZXafGz2KQPMtOEqFosVSbNTp05Bp9NhfHycSbJQFpeeE51Ox34/PT1dtakQcPQkGf97PhFXy/dKkoT6yaISAAAgAElEQVSmpibk8/m6oC8PLuv1epmGGYHUGxsbFRqYBL4Hg0EsLi6yprRvYoIgsI0yJYSqyUPQGhIMBpHP5xvSt+aZxSQTwvsLt9uN/f39mlINtPkFKhvDVrsmkjyyWq2yRoDAoR5roVBg7B21ckr+WGazGU6nE3t7e1WbixzF+ACSGqBlMhlIkgSHw8FAX3puTSYT9Ho9S4Lz3dFrgRlkfCJydnYW6XQaTqeTVQu9b6NNQmtrqyyJRH0HPsQY3od9qmAGJUG0Wi22t7eh0+lYFQA9dzy4R6Ajbf6Pwup/23EClRILsVgMfX19ePr0Kau2OsoYNBoNi1+IoUZWKBSg0WjQ29sLn8+HgYEBJr9D5+B7dSjHpnYNPIDMf58/jiAcSn10dHTg2bNnzPeqbXrrXatOp0NnZyfrb/DDDz8caQ2h+IruuVKXWO2ay+VDndSzZ8+ya3j+/HnF88Svs21tbYhGoxgfH2eVo434/1rjrgU0k6RIT08PUqkUawSpTBrQ9QBg4Aw1+FK7J2rnIpC3ra0Nt2/fxqtXr9gY3gW4q7aXUVogEMAvfvELpNNpDA4OIpPJVPQ4+djsU/XJwGHVDwBMTU3J7g/JQ/JxFSUBgdfx5dmzZ5nu8FGAqlrAGv95tedGzU8bDAacOnUK+XweIyMjskoAJchMx6XqDaPRKIsXeeBXufY0Nzejt7cXQ0NDFVIg9YzHi0haDQADwnkym/J6LRYL+vv7kcvlsLGxgS+++AI6nQ43b97EzMxM1Xdco9GwpMDe3p4siaeUDFKaUrMfOEy0fv755wiFQnjw4AFevnwpk3gCXvtmm82Gvb29quQJSZKg0WhkYyKsRxAOK9ba2tqwtraGqamphnvAOJ1OXLt2DU6nE7du3cLc3FzFHstqtbJ1kqpgaOxkWq0WZrNZVc6VjOKDGzduYGNjAzdv3qwgjur1evh8PqZYsLe3J4sBlOsbP4+NxOPA68qneDyO27dvyypnyGjfY7Vasbu7y7Cbj82ODcDM27lz57C1tQVRFPHq1Sv4/X7WiVgQBJw/fx7JZFKml/W+Tek8SA+HgLSJiQlZCVWjwLJWq4XJZGIMtUgkwgLUUumwUUh3dze2t7eZsHmtcdUyXljfarXKGqIQcEFgZ3NzM0qlEubm5lTLOJRjsNvtiEQiAICVlRUGklf7vlK0PhaLVQ3MgcNsryiKqppDJDRvMBiwvLwsA8P5+aHrpwXRYrFgd3cXZrMZPp8P2WwWa2trbCF4l8Gc3W5HPB5nc8rLBJDmJgnnezwe7O7uVjAH4/E4UqlU3VJ7rVaLYDCIcDjMOq0qFxRJklhnYwp2G8mQA403AbTZbGhubkY+n8fMzAz29vYqsrPFYhGiKCIWi2F8fPyjC54/ZYCZggfSBUun0yzL/6tf/Yo1X6AgZmNjgyUsqJnf+vp6zeCRf8feBlwGaustUyKsUR1k/therxebm5ssgCDmp1LGhv5dp9Nhdnb2yE3a+DJnnU7HZDGIHUJ/Ko2SYy6XC8lksqJ6oZ6RpEk8Hsfy8jIymQz29vbgdruxt7dX1d9oNBp4vV4kk0nGnibwuxGgQZIkJkW0vr6OdDrNAGbS8Ky2HkiSBLfbDUEQsL6+/s7Khnn/RMcnDcVyuSxjFdNmxWKxYGVlha3ntJloVKsaOFzD4vE4gMP102Kx1GzA+K5No9EgEAjA5XJhaWkJ29vbCAaDH3QM79I+ZTDD5/Ohu7sbBwcHSCaTrCkP6THzFQXUgIdvPKzmH9+lqflxnU6Hvr4+uN1uDAwMsNiTT2rXG48oiqxhVjabZesO//nly5eRTqdlpbZ8/KcEJKuBLiQNpcYGo9j/4OAAZrMZFy5cQKFQwNOnT9lm823nVqfToaurC+fOncPS0hIeP358JMkcirGpukKtAR7/XZoLk8mECxcuoKmpCYODgxgfH5etcV6vFydOnEAqlWKN8aod86hzoMY6402j0aCpqQlerxednZ0YHh6WMeuU8Sv9XZIk6PV65PN5Fr80Aji4XC5cv34dWq0W33//fc2qoDexes89ya10dnZiYGAA8/PzsuqEj80+ZZ9czVwul0wukAhx9HeLxYJLly5hcXERExMTFVW2SlPuS+s9Q7WSGWq/9Xg8OHXqFCYnJxmwRscgf0uxHgCmC65mhG2QXA0ZyQwYjUYMDAyoEuZqGUnh7O/vsyQSAb7ku9XY1NTQrr29HaOjo2xfQrr0X331FTQaTV2g2Ww2s74H1J+GmpHSfCrvBxGq1ObK4/Hgiy++gMfjwZ07d2QAMH+PSPOYJKEoTlWu+bx/M5vN6O7uhkajwYsXL96or4cgCEyfOZ/Ps+oaukY6P7H1d3d3VXtkNbomUPPTCxcuYHh4GI8fP2brFx3DYrHA6XQimUxWgPK88fEF/Z3/s9Y1+/1+XL9+nUlX8ZgNXSs9d6IofpTSRccSYI5EItjc3EQsFsPExAQCgQDTKWxpaYHVasXo6Ch7Wd93VldNq81isaCtrQ17e3uYmZmpCGYbMZvNBq1WK8uux2Ix1uXaYrEgFoshkUjIWKBHNXK6wOsmI06nk22a+fnz+XwIh8NYXl5mQEyjQRXpLZPOXzVGs16vh9PpxOrqKtMTDIVC7B6rZQPtdjtEUaxZNmi1WhGNRqHRaCrOzbMbaSEwm81wOBwQBAGpVIp1+aUx8PP3Lp4vAmTo+aaGlkqjgDiXy8mA4VAoBEmSjiQl0tTUxOQAqrHQ+WxwNZC5mqOuZ1qtFqFQCMFgEEtLS0xGgYzKmHp6emRdtD8W+5QBZjICjPks7T//8z/j3/7t3xiDc2triwWKLpcLTU1NrJmf2vGAtwM41I6hJiFDgYLb7cbc3Bx2dnaqstXIlM9gJBJhbDuj0Qiz2VxREma1WtHU1IR0Oq3aMLARo0QTXRMPaFdr1EHdy8vlMhYWFt4qi04Mh3A4jGw2i729PWxubtZsqBoKhWQgJAEzvJxFvftsMBgQCARgMBiQz+extbVVdb0jeQ+z2YxMJlNTDuNdGDFwwuEwrFYrZmdnGSuS3gun04nl5WUm83VwcMD8Gg8011tHBOGQOR2NRlEulzE+Pn7kJMXbGjW+1Gg02NvbY+Dlx2afOphBSSFivtP9orhBo9Ggp6cHkiRhZGTkb9b4GjiMsy5duoTNzU2Mjo6y3iJAYzrIwGGlAIEVBJgaDAYGJDidTtYgip5ZHoRRY8eqxTM8405Z4ceDF8Bhwr+vrw/Pnz9nzK5G35VG70MkEkE8HseJEyewurrKJCL4Mdc7D5EJisWibO7V1hP6d5vNhsuXLyMQCODBgwdYWVlBa2srNBoNxsbGGDFBOa/vKnlR7Th0PgL2W1tb8e233zKyEf9bi8XCkmT7+/swGAwQBKGqTnW1ZENzczO++OILJJNJ3L17t2YPifdhVqsVly9fBgA8ePDgrTRq/5b2qftkpVFymhJDJpMJ+Xye7fn8fj/OnDmDkZERLC0tVbxD1awRsgZ/nGq+T/n31tZWRKNRPH36lMkV0juu/I8SHcpGp3RMi8UCj8eD1dVVWQzjdrtx6dIlzM3NsX4uRzU6P7HDiRVbDVgGDrGW06dP4+DgAE+ePGGJQN4IaP7Zz34GQRDw/fffMyyGNwIWKSGn0WhkwG2jIKbymgKBAL788ksYDAbGnOUxLjLy5+TLiRHPr3kEpgcCAUxOTiKRSLy1T9Zqtay6Zm5uDvfu3VPtYUVV0rlcTnbvj4ofWCwWfPHFF4hEIqqgPz0HSglE3vi4W7leNTIGURRx4sQJnD59Gk+ePKnAHYk5XywWP8p+JccSYPb5fMjlcvB4PEgkEjCZTEin04jH49BoNDLm2IcImJX6W1RuMDc3x2QZjjoGs9kMq9XKmCWl0mEDP7fbjYWFBXi9XjgcDlWd0KNcM7F2lY6XAk6SypAkCc3NzRBFETMzMzLW2pswERwOR1WgWS2rajKZWGaXb1BF5nA4oNVq65YLCsIhc5bY1EtLS6wRl9KpOBwOAGABm1LbtJFg+U0Cap1Oh1AoBK/Xi0QigUQioVqyQnIipP3ndDpx7tw5PHv2DIlEgn3ParVWNNXjzW63M0b69PR03SxmvQCHvnMUpo7JZEJTUxMMBgOmpqYqguRoNIpMJlOziddP0Y4DwAy89oHU6fiXv/wl/uM//gNerxcbGxtswxkMBhEMBjE+Pl7zOXtTv80HC2rBhVJPPhqNAjhsaqVkBfABR7XAQxAOG6/Mzc3BZrNBEARZ2RZVC7jdbszMzLBGaW9yXRSU0SaYrlGNxUsavh6PB8lk8q0SkPwxS6USY+8Gg0HWCFAN6NTpdFVZrsTwOArQbDKZ0NzcjP39fUxNTVX8xmw2w+PxIJvN1pXDeNdxgSAcSpCEw2GUSiUsLS2xhmrBYBCzs7OwWq1wu93Y2dlhDEuSm1ImCGqNjdaHYDDIOnx/SFBQEA61sFtaWjA/P/9ONicf2o4LmEHSWsS2Jfb8yZMnUS6XMTY29kHAZaUfJQuFQkwLeXl5mb0H5Nvou7XWfGILUQKzXD6sQNPr9SgWi0xXcmhoqGLDe5T4jKr3lMCJ8jgGgwHnzp2DwWDAo0ePGMBxlHioUSO2NCUMLl++jOXlZfzwww9HAhopGUnJSjUmr9pvqERar9fj7t27VZOnteZZjXFJVuvctb5Ha7fL5WLgKw++A68Zz9FoFDMzM1hYWIAgyJtG8WtTrXsniiLOnj2L8+fP486dOxgeHv7gPjkej+Pq1at4/vw5nj59+pPTYq7nX46DT+bnQKfTwW63Y3Nzk8l4EcGhpaUF7e3tePjwoaz3DO9HeTvKHrQekKe8T5IkMS11pR4w/xu+YkRN2og+8/v90Ov1sr4SGo0GHR0daGtrw8DAgKyHVKPGg9tETKOm4gR4q2kPx2IxdHd3Y3x8XNaEtJqR3/jqq68Y0FyL0SwIh5IcJpOJMZobIRRUO1Y0GsWXX36JUqmEW7duHSnJLwiHEn1dXV1IJpOYmpqqik+p7aEaMWKgk9QVyRUpj22xWCCKIuuTQE150+k0Y3yTdIZaZTodJxAI4Gc/+xn29/fx/fff19zr0DPCW7W1o9E1mzClzz//HFarFT/88IMsJqZr1el0skqxj8GOHcCs1WrhdDpZIAQcavf4/X5ks1kkk8kjyVC8qzHRCxGLxeDxePDq1SvGnuLlBRoZj06ng9lshtFoZA8kNceiYDqfz2NpaUmVkdcoc4Ecnxr7jTRzKNtEHeVXVlaOxMSoN4ZaQLOa6XQ6Nt98kO9wOFiZfq3z8S+90+lEJBJBsVhkZb+17hXPpmn0fvJl7Uc1YotZLBYm7aF2v0VRZAvBz3/+c7x69QqvXr1iY4tGo0gkEjXZixqNBj6fD5FIBBsbGxUNG9WsHtDMz3cjzyRpvsbjcVUGtyRJMJlMVRebn6IdN4CZGD2RSATPnz9HLpfD9vY264JuMBjw6tWrqu9DNSCiEeN/o3xXlcei6o+1tTWZJIYSXKa/k89THkun0yEejyOZTMqy1IIgsKYZxWJRVsVyVKN3XJIk7O7uMp+tTMKRSZKEaDQKrVaL+fn598ZyJaDZ6/ViZ2enovEodZOu1oyO5ohvTlTvnuv1enR3d+P58+cMnBZFES6XiyUY6zWKVAOv3kWcQMd2OBwIBALY3t7G+vo6IpEIJiYmABwCES0tLdBqtUilUkilUgy4OqpshtFoxDfffIM///nPb6Xl/aYmiiKCwSAMBgPm5uY+qhLA4wJm0Oaab/p38uRJrK+vY35+XlUq7H2MQy2W6u7uRjQaxeDgIIv7CCxVxg58vKX0v/Qu87ql1Ay8v78fm5ubePnyZQUorMaOrhbXiaKomghSHicUCuH06dOYmprC1NQUe5/flX+pdxxJktDT04OLFy9ifn4e9+7dO1JSk3yyEmgGqvsj6tmiJoehJItUuwa650Qk4ZnUaqYGsqmNkd6BSCTCGkc+evSIxdHEdG9tbcX6+joDBkRRhNFoRLFYZBKAjfhlq9WK1tZWjI2NvTd/WOs5IK1sm8125Hv/t7bj4JN5M5lMMm3cbDYLrVaL/v5+2O12/Pjjj1UZntVM7flv5N/44/OfUeXH/Pw8ZmZm6gLZ9K7zvphMr9cjGAwim80ilUrJ5uHixYsoFAoVjdMaNTo39STheycJgqBa0Ws0GnH27FmIoojBwcEjy0MQ0Hzjxg1otVrcvHmzai8Z4LUkiE6nQzable0HGgEx+e+Q5vyXX36JbDaLmzdvsn1MtWOZTCZ0dHRAkiSMjY3VrLSgeaO4/E3MYrHgypUrCIVCuH//PiYnJyuORfrYhUKBETJIdorWlEZAbq1Wi+7ubly5cgUTExN48OBBTcawcp8HyO8BrS880Kz8jtII/7t69SoWFhYqxsATkD4WO3YAs8FgYNqMi4uLTMaAmgHxQMGHCphJ56a9vZ2xQHlNs6OMhQJmKvkjreJisQi/3w+fz4f5+fkj62gqx09MFtInUkog0MYkGo2yBmvkgN81g5Q6mVPp7eLioirQzM8jBfy0KXe5XCiXy7JsL2+iKMJkMlW83MT0C4VC2Nvbw/LyMlucqj1LjdxP2nRYrVZIknTkjt+8WSwWxONxCIKAhYUFVoKtPJ8kSbh48SKmp6exuLjIFvuuri4GoNczAqecTieWlpZkCZta1kjwAzQGNFNjK4/Hg4WFBVlzOALXPhY7bgBzuVzGjRs3sLCwwIItSZLQ3t6O/f39mpn+tzG1AKwak8rj8cDtdmNxcbEiqFQDmHn2g1Jmw+l0wm63Y3Z2VnZu0lRfXV09MsNTkiSUy2XWlIoaMlGwR2xENXM6nQiHw1hbW0MymfwgbH+tVsvY0tvb20gkEkx3jJrAqhkl+ahLOs9orjZfBKBQ+SRpHG9ubtaUw1ACHTabDVtbW2y9pQqedwUEabVaeL1e2O12GAwGxmjT6/VMtiSfz2N1dZVpf1LylJ61RoLa3/72txgZGWEA9t/CAoEAHA4HXr58+Tcbw1HtOIAZBNqJooh8Ps+qhKjh8d8iVgbAGL7FYrGiGRuvU1nrmCTpxldVkB0cHCAcDqOjowMjIyOsyRwZzYuab1SLqyj5owQO+AajxPJzOBwYGhpie5G/FVtJkiScPHkSFy9exMzMDO7du3ck6QZBOGwoThWMPNng/9i7st42suz8VZGsKu6bxEUktVqSd1uy1N7ddjdmMoMggwBBP06QAEH+VIAAg+QheQmCYB4GmOl2uxdvkhfZlmXtolZqX0iREimKeeCc61vFKi5a3N4O0Ohuiqz13nPP/c53vmMETmnHk/Zd6o037QafQCI6rx6gX+6agdL9CZ3DYrHg1KlT6OzsxNTUFMbHx1lcTnJOu7u7cDqdmJ2dRTabZf5aK0dXzjfbbDYGzh+XVZqzdXV1MJlMWFpa+sXGYK32Kfhk3vx+P2w2G1ZXV5FOp6EoCr744guk02k8f/7cEKjk91q1vFttDKT9m3aP29TUhJaWFgwMDFRN3DIy2genUikGIAtCsaKxt7cXg4ODJQ0QK5koilAUBZlMhjFd9/b2WHW1FhzkrzcSiaC7uxsjIyMYHR091J5ECzR/++23Jf1X+GdE10pAeDXyqS6Xi7GfeTOZTDh58iRu3bqFlZUV3L17V8XgJT3sSCSCUCiEeDxedj9C3ydCDREND7OPqK+vx5dffgmLxYLvv/8eiURCN4FLgLLf74fD4UAymazZf1ED1s7OTvz8888YGhqqWMloBDLz36G/VbOmK4qC7u5udHZ24v79+xgdHf2gqq55++QAZo/Hg93dXUQiEczMzKCtrU0Ffh63EeCgBRna2tqwtLSE+fl5VdanGqYrBczExsrn86ivr4cgCKzUl5odTU1N6ZYbVDsJ+XKRQqHAtJYp60gTyOPxoLGxERsbG4y1XO0EO6gR+6uhoQGCIOhKZxgxS5xOJ/L5PDY2Ngw3NV6vFwsLCyXnpExnIBBAQ0MDkskkZmdnS5pXVfOceYCKABCn01ly3lpNEN7qb2YyGcZM1F6P3W5nWoQEqF+9ehULCwsYGRlh+qd8hlDP7HY7WlpaYDabWWl/tfdezmpJuBAbhBigerpY77t9CgAzzwiVZRlfffUVvv/+e2xvb8Nut6Ozs5M1m6qWOVGraYFfPYCZmEwmk0kliaG9Dj5zvb+/D7vdzjTVePaw2+1GoVBQzQ2TyYRYLAaHw4HJycmaG5QAxblHiTPaaO/v7zOgSM/MZjNrZDo9PV2x0edxGDUgpaZ3a2trcDqdSCQSut8XhGKTMZLQIBCA+g4A+kzCc+fOYWJigpUcbm5ulg0iebYyHZOAbTqv2WwG8Lap7GGNxhJJZABgybrd3V00NzejubkZz549Q3t7Oys9pWoUAKqSTqO5cefOHWQyGTx8+PDQ13xQk2UZ586dQ39//y92DbXapwBmUNLPYrEwrcA3b978ogwav9+P3t5eTExMsGSjVm8ZKN/YjNdW5gkH5K87Ozvhcrl0tTT5RKjWtAALJXy0bFqK1ymOCgQCuHTpEmZmZjAyMlITKHpQq7Qhps8J+O7p6cH4+DgePHigq4tpZERcoPWommpM7d+N4kKt5Bz/ewKPiN3Jx6mVzktmBDTbbDZcuXIFDocD9+/fx8bGButrkk6nEQwG4XK5mHwMyX6ZzeaSRlx641WWZRQKhUP1OzisUWL6Q9L9/BR8Mhk1lR4eHkYul4PL5cKVK1cwNTWlqj4FDsZc1hof22rJU9rf01phNpvx8uVLQ0Yx37jZKP4SRRHhcBgmkwmzs7NsTlIcFwwG8eDBgwNVpdK1K4oCWZaxvb3NGK9AqV8BinOzq6sLbrcbjx49OtJqWL4ZoMlkwvfff1+R0UwavdSbo5a9EP9di8WC8+fP49q1a4jH4/jhhx+QSqXg9/sRi8WwtbVVtopSu6YdtREIf/PmTayuruKnn37SffZOpxOtra2sWl67p7NarWxvYDabDccmNWC1Wq347rvvsLCwUBGDqzTP+HVVu5/QIzj5/X7cvn0be3t7+P777z84eQzgEwSY6+rqsL6+DrvdDkVRsLGxoeoS+S4CO2IZCUKx+VwkEsHo6Ci2trZKOl8D5Z0FlU2k02nk83nIsoxcLofm5mYkk0mkUik0NjZie3tbV9+s2nvmWR+8w7NarWySEhMkGo3C6/UyPV5akN7F86VrdbvdaGhogNlsNmQ082a32yGKoqHWsB7ArM3WAcWFLxQKwe/34/Xr1zUFibzDp4XXZrPB4/EYsvhqNQLCg8EgNjY2MD8/X3KNglDUkQuFQlheXsapU6cAAE+fPmVMuVwup2pOZnQ/fr+fyWbwLE0jq5bJDFQvmxEKhRCNRrG0tISZmZn3TluunH0KADMFdLIsw+PxYHNzE+l0Gj6fD62trZicnCxbwn8UfoWXTNI7ptVqRWNjI7a2tkoy6PyY5VkeBCgTQ5YPqF0uF9LpNAt2BKHY0K2lpQWZTAbxeLzsvKqGrQCAgdk84K33fZqjiUTiF8+WWywWxhLPZrOGQbYgFPXkpqen2Wcmk4lV1dCawwNJoiji/PnzrLFtOf+sB3TQ8XiAmf8+Nd87SFPecuZwOBAKhZDL5bCwsAC/348zZ87g+++/R3NzM0wmEyYmJuB0OpHL5bC9vc1AMz3tQLKTJ08iHA7j7t27R3KdBzFRFNHb24u+vr5ffOxVa58CmEFkBbvdDp/Pp5KwedesZUF4qyv67NkzrKyslMTKla5HkiQmW5DJZNi6Q3PWYrGgq6sLi4uLJay0Siwl/nNBEFRVJFqAWhAEVkly9uxZRCIR9PX1MebYu5oDtTAZZVnGhQsXmHzH/fv3a0pCEtBMbN5sNqvLEDR6xvyY4Bnk1RBvSGaOgH6jJIR2HafvGAHNfr8fly9fxu7uLvr6+tgan8/nEYvFEIlEMDk5iZWVFZbstdvt2N/fV1V90nn4JDMlJt6V6c05AmM+FFDjU/DJQJHhfu7cOQwNDWFrawuhUAhdXV0YGBjA/Py86ruV9lPV7v2rJXY4nU50dXUhkUhgbGysJLFG8S9PtDOaj1SptbGxweJ/IoNdvXoV6+vrePbs2YGZ/iQtZjabkU6nVdekN+eDwSB6enowNTWlK5l0VEZA8507dxhrl+SSjO6D/KtRg1E90yM7yrKM3t5e9Pb2YnJykiUsyhFd+DWtUsLysGY2m3HmzBn09PRgeHgYT548KUmCUW+cxsZGzM7OMm186j9D/yiKUpZ0RqD2l19+ibm5Ody7d6+ifB7/73JmlKTWPiuz2YyTJ0/iypUrePXqFZ48efJRVGB/lAAzsTjX1tbgcrlY1uddGt/MijRFx8fH2YaY/gZUlpIgvSD63u7uLmRZRjabRSwWw+7uLnw+H+bm5koYpLVmuqg5ifaaaBNCbNvW1lZsb29jenr6F58IBDRHIhEIgoCFhQUmGWL0fSNBf6vVCrfbrWLTUXm0kQZ1ucwsfUcQ3uo7aTNYhUKx4QtJPWiNAKuDLHQkI+HxeJBIJLC8vFxyrfQdcnJ/+ctfVGyc5uZmXYBaayaTCS6Xy1B+RGtGDlqbeKHPqjkeySykUinE4/GPLmgGPly/zIOumUwGuVyubDM/fhE+iuCFT/rpmc/nQyAQwPz8vK4moZa5TPPI5XJhe3ubNVsl0IGYTjzzzu/3s6oaIzC90r0SwGm1WpFKpVhVCX9NvFETPZvNhtnZ2QOxpY/D6D4tFguCwSAcDge2trawvLxckgTgGczU1INAVUEQmDwI3wyQ1rJyz5LYh3xAyQPMPp/PUGbKarUim80ablYOajROrl+/jm+//RYNDQ0YGRmBoihwOp2MWb25uclkgUh+Swt20ebCbDbD6XQeSoLpKCwQCOj2CHhf7WMHM3gWKCXW30VvEr1jWywWXLhwAYqi4NmzZyWSbNVci81mgyzLSCaT7D7IV5AfbGlpwcuXL0ua/PCazuWYy4vf3aIAACAASURBVLSOUGVXOUkMr9eLy5cvY2VlBa9evWIxlBaQOehzruW3fAKyGqD50qVLOHPmDIaGhtDf319Ro5+Sp4IgsIbfxOYlhi+gzxgkkyQJfr8f29vbKga1lk1pBBqbTCbIsgygqJtcLnmr95lRLG8ymdDU1ASXy6VqzCcIxfJ9n8/HerTs7u6yZlQ2mw27u7sMwK32+b8rK6cZ/r7ap+CTKS4iMK+trQ0nTpzAw4cPSxid5fZRtZ5T73PtsUhWaHBwULcvCRmva1woFFjSj4/tHA4Hi7nJvxDweu7cOTx//lx3T1ztPVGyiwhw2mvijRjZgUAA/f39ZeU+jtJqBZopgQUA6XSaxcCA2k+SbBNpFeuZ1WqF1WqtKKVaC46kNUVRKmrll/ttT08P2tvb0dfXpwv4O51OXL9+nfUz29jYKInnq7luq9WK06dPY3p6WqX9rWfavSBQuUqIJ2CSaX9DetTJZBIPHz784IkYHyXATAwGbYnfcQbM2lJryqi3t7dja2sLMzMzqs1vNawCovoDYFIGhUIBmUyGgRidnZ1Ms1QbJNRyvxQUU3ZMq7VMWsyhUAjhcBiTk5O/uH6c1nigmUpttIxmvkSeZ6IR0KwoCgNjgbdNDOkYFDRr9Zv0jN6fJEmsMQMAVVk3PV9ZlhEMBhGPx0uOQ00bKzm9cma1WhGJRKAoCubm5pjcCRl1rz116hSWl5extrbGmhlev34dQ0NDbMHVu1+t9EAtpgcmHyRoEkURDodDVRL/vozNSvYpAMx8MwbKGiuKgpGREVXygubUYQFm7W944FD7WSQSgSzLJQ0jtccjkJyOQbrCKysrLLlC448/j8ViQVNTE8xmM6ampmpqqEcJLgIzJUkCUNyo53I5BqDosTEcDgcikQiSySQSicR7CezRO6CqC+qVsLy8zILnSCSC2dlZAKXAMbFdtre3YbVaVaB+JSNNTWJK7u7uqhgfRgAz9R2Ix+MsWUngxGE3dnT+f/zHf8Rf/vIXzM/Ps/dG7769vR2KoiCRSCCVSiGZTLIE8f7+PrLZLNtMkRb3+xCsHmcMdhz2sYMZlKzRNpl7l++J/NTly5eRSCQwMjJSlo2vZ6Iowul0suo08otUTkyAaTabxfPnz0vWG71GfnrXCRT9DwDWP4W/BiICiKKIEydOoL29HQMDA6xi5KCVhXrXohfrV3O8aoFmAoy7u7tx5swZvHz5Ek+ePNFdH4klqAXcCYivpM1MTdlJri2fz8PtdjPfpv2d3jjln4HFYmFJR/J9RqA0/zzoM72EoSiKsNvt2N3dLRk/xP7f3t5GW1sbZmZmmC6oJEnY29tTrQ1HoVl6UKN9T319Perq6jA7O/vOwLSjsI/dJ/NmNptx/vx5uFwuPHz4ULeZnx7AW0vSyeg3Wl9CDdI8Hg+TFdL7Ll/BZ6QvLPyVWSqKoopdStIUDoeDyfRUa4IgMNlHoFitLAgCA5dpzunFwHV1deju7sbi4iIGBwePjbVczgRBQGNjI7766isGNJeTzrBYLAxo3t7eLok9tVIWFCfTukVAf7U+yKhfTSWjJNth9h4ulwtXr16F1+vF/fv3VTIqQBGIdrvd6OrqgiAIePHiBZNs5dn0dB/aPRzffLaW6+TXkErf499NJQmpgz7rX8o+KYDZ5XIhm82WOOPjDJi1pdfBYJCV9RJrSAvakuldFx8gUfaHAphcLgePx4NYLIalpSUsLS2VOHKj42qNNqDkiDweD1KplEqjiPRFY7EY9vb2sLi4WLZR0mGsmkC/khHQ3NDQAFEUMT8/z4JWvePzQDM1EuTBXP67iqLAYrGoGqHoPW+LxQKv14vt7W3GxPF4PJBlGYuLi6rfAW81OPXkJdxuNxwOR1n5jGrHN69XTA2weCMmk9PpBADMzs6iu7sb6+vreP36tWoTI0kSC7RpM3CYRaSSkybTvjs6P4Fw1GinEnvxfbKPHWCmuUVJnLa2Nuzs7Og28zPaNNYSNBNbQSuboDfeGxsbkU6ndaWF9K6fvw6r1cqkMYiBywd6tPlsbW3F2tpa2XMYGQXKlFiksU1rjt7zMZvNCAaDcDqdVTfuLGeHYTBUY/y7kSSJ6Vuurq5idXUVdXV1hvr0pN9HTUnKlVRrnxMlOuLxONvwENtsb28PPp9PV3aJKpPGxsbYZ3wDwlobAWrHqiAI+Id/+Ae8efNGtwFJR0cHAoEAHj9+DJ/PB0VRsLy8zNibxGrmEyoHua7DGD9mDjKP3wf72MEMveTUu35H0WgU586dw8uXL1lvklrOL8sy3G43MpkM28gSaLi3t4dAIMAaNU1NTZXoNQLlm/bw36Xu9dqqPb6Szel0oqenB5lMBi9evGCEjaN6pvxGWRBKq1ZqWSerAZqB4hr0xRdfoKOjAwMDA3j69KluUvgg5xJFEYFAALu7u2z9BIoxtN/vhyRJWF1dZdWf/D3qxYyFQoGBXGazmQHfRixdvWNpr5XmBwE6NM743/ISLBcvXoTZbMarV69KqinpuzT33mXyj0gYDQ0N2NzcxMrKyi9egVqrfew+mcxms6G3txfb29slzfy0aytZrclt/r/LrQF2ux2XLl3CxsaGat/Iz2v+/43kJwjolWW5RDPd7/fjypUriMfjFZuuGd0PzT8CmokwQPenfT7U0DMcDuPp06eqprYHsaMABom8QEDzvXv3MD4+XhFo3t/fZ9Kf/PjQ4hKKorBmpHqkGcKEaP2sNpY+bhMEAaFQCNeuXcPg4KBu00WXy8UktjY2NjAwMIDV1dWSddJqtTLdfrr3w7w3GmN6MS//HQAl41D7G2J8v49kICP7pADmuro6rK2tVdVo4qiMNvtU7uDz+TA8PFyi/VLNpFQUBTabTQXY5fN5RKNRJBIJRCIReL1ejI2NseNrg6Rq7ldPU4ckRfhjBINBhEIhzMzMYGtri03MozQKlhVFKVl4DmqCIMDlciEcDkOSJMzOziKZTBo6TVqcHA6HSmid/64sy5AkSRew4d8tlSSTDls2m4XT6YTdbi9pZkVMEb/fj0QiURLwORwOeL1ew1KhWhy9oiiIRCJoaWnB3bt3dZtD0fV4vV6YTCYGYPT396veC2mCA2AbvKPQkzMCmrXBlCiKsNls2N/fR0tLCyYmJpjGltvt/sxgfo+MAhmHw4H29nYkEomyzfyO4r3xST89tgcloRKJREUGj1FS0Ov1sg3t3t6eSlpDEIrls3V1dYjH4zU3zaKAhRqTUuM3Oh/wttyYD2wdDgcaGxuRTCaxsLBwaF9KG2JiAxylHAR/Du07p6oOklTRgkP0O9L0NmoSSN/TbqKAt+WJlNijyiOSzSD9Nq1PFkURLS0tGB8fLzkXaWtWU3aslfugzwqFAm7fvo1kMslKsvkgmHS8h4aGABTXbbfbDZfLhenpaSSTSRUgRjGCtpfAcRoxSkmzlJen+dj88ofokwF1NcBxxsp6SUNixIVCITx+/BjJZLLmc9tsNiiKgkwmw3zD/v4+azjX2dmJhoYGPHr0iMUDfMIRqFzaCoA1FeU3fuRT+HHd1taGU6dOYWBggMmNHJYwob0uilPpPike1+uxYXR/eset5rvEND9x4gQGBgbw7NmzmvYCWqC5GpCbZDNEUcTy8jIsFgskSWIxOp+8Ih9P90NxBzVFJfIBnU87JvlnYLfbUV9fzwg8e3t7TJpqf3+fgdZaoJmO5fF40NnZiWw2i8HBQV29fgLB6XjH5RepOshut2Nubo6RlvSS5u+7few+GQCT1pmcnMTIyEjF5E2t78/oN3pxcigUYlI58/PzJQku7e9onujFiYqiQBAElea3KIro6OjAiRMn8PjxYywtLdV0L2RUIUz7UgKzKXbW3qfP50NPTw9WVlbw8uXLQ+1d+TXtqIBBURQRjUZx584dSJLEgGaj4/ONn/mkFa1RNpuN9SXQvnv6Dn8voVAIZrMZy8vL7HnqJTNMJhMkSWLNxWupzqzGaP9B0keksczvu/hxJooiPB4PWltbEYlEMDAwgI2NDUbO5I9L93FUe04eZDb6O52TX2+IYEJ7B5ojH4p9MgAzAQekU3RcWRZtwEwDo729HblcDpOTkzVl+AEwvSCaOGazmQEW+/v7CIfDzEHTZpsPqKplI9CE5Te1ZH6/H+l0GplMBrIso6WlBQDY/RxVB1EtUEhAN7G0j3Jy8UCz2WxmgJLRPdCzp+dTLcCsZ6TDxoM/fIMGQRDg9XoZQJpKpVhzPXo3VquVyWdo3y0tGpUWR0EoMilpbnzxxRf46aefyrIXaOGw2+1oa2vD9PQ0MpkMa1Jpt9sZO5tvaqI970HmnxGgJwjFMii/34+1tTXY7Xasra2hqakJS0tL7L2Ew2FsbGzU1KDml7SPHWA2mUxwu91ob2/H2NiYrv6wXnBbKyOD/z6VPWk/N5lMCIVCcDqdiMfjZTuoa/281+tVgdGxWAwbGxvI5/OqsSbLMpqbm1EoFMp2ZS53Xh5gBoqBFfkEbTkcBZbhcBgejwezs7M1A9pGRvI5W1tbKnbDcQDNeqYoCkKhEGw2G5PvoWZKFNA7nc6y2u/lNlRNTU0q32o2m+FyubC/v4/NzU3EYjFYLBbMzc2pmjW2trZiYmKi5Lgmkwl2ux3b29u6gDy9V1r3eICP1n5qUqgoCh49esQ+o81SoaCuIKHndPnyZcTjccTjcaatSwE5r0kL4NiAZr/fj2QyyZKU8XicJQJIwuBDsY8dzODBOeD4wWX6f1mW0dPTg2w2i4GBgZo1EylZKQjFEmiaHzSfFEXB2bNnsbe3h5cvX6qSLEbJJqPzmM1mAFDNNTofUHxm1DRJEAT09/ezTfxRzy8CEQhAIH9MSTFiph0E1OY3x+Wum9aka9euoampCY8ePVIBqNUYX0ZfLSBjtVqZFm0gEEAikcC9e/fYOqcHMNPnZFSlks1mVUCz9trcbjfcbjcWFhawu7vLJED4/Q/pFxMhRu+ZUZN5vuKT1gP+Wmn/SFIaR2XUKM3lcjHwjkBxXiv8Q7KP2ScToNvb24v+/v6SZn563z9KcFkbP9Nce/bsGSOe8bEpxTE0lyk+UhSFjTOgOKd8Ph9yuZwqLrVarbh8+TL29/fx+PHjmvf9fByllYMwArnNZjNOnz6NxsZG9Pf3s8o3/piVzOiZ057joKb3bgSh2OSagOYff/wRY2NjZRnNhDlkMhmWkCMCmN79Ge25KMm2t7fHEm30d+qdkk6nGd7mdDphsViwtbVVcU0XBIE1e9fzneQTJUligCuxrgkjKbeWWywWeDwe1tuBEn2Li4sq32f0LmlMa59RNaYFmnlsjn/WDoeDxec8ISoYDGJxcfGdNoA9jH0yADNw/NR97aCmidLW1oZEIqFqlFLt9VCZWCqVws7ODvx+P3K5HAtMZFnGyZMnVdpeRtdT6Tw8wEwOhyZcXV0dtra2oCgKmv/a3G1paUmlV3PYgITPevIBW6FQQDAYxObm5rFkbygwjkajEEWxqmaA2gy/JEmQJEm3IRnwthmi9v3LsgyLxYJAIMAaI9rtdgSDQWQyGfYO5+bmIAgCY6Zks1lYLBZEo1FWjs2Pp1gshu3t7bIMTJPJBIfDAUVRGDhz584d3L9/vyy4xv+eFo5AIICtrS3Mzs7iwoULePPmDXK5HMxmcwnwLggC00Q9jPHjJRAIoKmpCevr6xgbG2NZap/PB7PZzGREYrEY8vl8xQDtfbGPHWC2Wq04c+YMJiYmDBtK6GXHqzH6HQFw9Bn//2SKoiAajSKXy2F2drZkntK59a5FkiS43W4mnyPLMiKRCOLxuOo4Ho8Hzc3NWFhYKPHVle7DarUik8moytYCgQAKhQKraNHT2rfb7YhEItjd3cXc3NyRlr1SwMpvDMh386DncRsl2ux2O1ZWVrC5ucmCWJfLZQiok8aaEdOurq6ONfyy2WywWCxIp9MsgQsA9fX1CAaDWF1dxeLiIvb29tDW1oaJiQldlk5DQwMmJiZUgLy2rFS7+aG1hv7e3t6OpqYm/PnPf2bjmV8v9Urturu7kUwmkc1msbKyApPJhGQyyTY+JFFDwTkd4yjjJZfLxUreLRYLJiYmABSTq06n01Dq5H20jxnMoERbOp1WSRMct9XV1aGnpwdjY2OIx+MleurVECQoAUTyEwQCFwoFuN1uXLp0Ca9fv8bMzIyKKcTLvlUy0r7nwUNiw/LM5IaGBly6dAlv3rzB+Pi47pw67J6ENqCkIcoD5fTflFAimR8jALWac/Eb4nLfc7vduHr1KhobG6sGmg+SSA6FQujq6sLCwgJev34NADh58iSuXbuG8fFx3L9/n1WvaQFmrRFoAUDVK4HibrfbzaTsaIPPx/eCILB7FEVR1VRQS0ihtfnEiRNobGzEgwcPmH/mq0n44wOoWYPc6Jl1dHRgbW0NqVQKZ86cwczMDIvZ6fr45OOHYB+zTybwkyretHGoXiKwWt/C76Mq+Ser1YoLFy5gZ2eHzWkeNNP+W5so4o9ns9ngcrmwtramAszC4TB6e3vx5s0bjI6O1uSnSAaV5g8PtvI9S7TmdrvxxRdfYHNzs0SLX8+0fkT7Po4TZ9K7lkgkgq+++gqKoqgYzXrXIcsyHA6HCkfi10Dt9VPSVltJRLiJw+GAKIpYX1+H1WqFx+NhcTgdDyj6MLfbjUKhgM3NzbKAu14jbsKniECSzWZL3hMlD6p5/mazGYFAAA0NDYhEItjY2EA8Hme9TSgprTVtrFDrGq6dI3x8T/dFUqqZTIYB6HTNAH4RLfCD2CcFMB+38dkPmvShUAjj4+Ml2ZhqBqXFYoHZbIbH48H6+jpyuRxisRhWV1exs7MDr9cLn8+HmZmZEsmNSprFfABK1723tweHwwGg2DyQNq2CIKC+vp6BiZOTk4xtdNSgPd8UhA/IQ6EQ1tfXj1yCgzfaoEQiEQY0EwvRyMjZUHDKPxfgrXN1uVzY3d01bIRCiQOn08nY1Ol0GsFgEJIkqWQwCJimDKbeIhwOh5HP53XLishROxwOmEwmrK+vszF769YtPH36tCZtVupeS+P0b//2b3H37l0kEgnWAEV7PIfDUQLGH9QEQcCpU6eY/uzQ0BAbN5IkqeaP1+tFfX19zYHLL2UfO8BM2uaKojCtMD0dw4OyMfisNn0OqANxt9uNWCyGRCLBAEX+u0bGz21RFLGxsQGHw8EqTPjkWyQSgcfjwfj4eM1MTRrDBGDTeRsbG7G7u4u1tbWSEi9BEBAMBuF2u5FIJI5FFkaWZciyrJL/4K/hlwCaw+GwitGsBcB5q1R1QjrLAFhDKj4JSz7TZDKhvr4ePp8Pq6urkGUZ09PTJUCAJElobGxUJQQJ5CZwQi9w5JO3oigiEong0qVL+N///V8mo0F/49l//Pl9Ph/7bigUwt7enoplnc/nmWyGFog5yg0TgZehUAjDw8NIpVKsz4BeI9v31T5mMMNkMqG5uRltbW3IZrOYmJhgoNphxwHvy3kf3dbWhra2Njx9+hSrq6uqzRtQObFIGpKFQoEx5AhQyOfziMViiEQieP78OQNo6JhanfNyRk20tYwtnphhNpvR3d0Nl8uFvr4+QyZWNc9KzyrF+Ua/M5lMkGUZJpMJmUzmwLI01SZ8iWBz48YNNDY24uHDh3jx4kVNkg9G79/j8eDChQsQRRFPnz5VsZWB4nu6ePEiLly4gFevXuHZs2eMsMEfT4+EQ8kC8oMkj2cymViDWe018clKHkAgrWc+6cGfhzT7r1y5gpmZGTx+/JitM3QePrnIrxUHBZplWcb+/j6LGSwWC86dO4czZ87g+++/Z01zeYmX98XKxYIfs0+u1qr1l3rf1/pm7XECgQDOnTuHsbExTE9Pl8wh7XH1Et30/3V1dax/EA+enT17FpFIBPfv3zesPDO6R756RMta5ht78kbV5W1tbXj+/DnT+j+I8X7jXVXx8SYIAqLRKL766itIkoS7d+/q9rIhI59F8kDlxk6lPZjb7UY4HMbW1hZrXGtktJ8hbX2j8/Hxgfa/jUBkrbSXdlzrnYf6S0WjUWxubrJeYjyR5LjeJRE7W1paWIUpT9wURZE1YCSCkbY57vtsnwHmIzRiMIiiiLa2NpjNZkxOTpZkw6txYMQuzefzsFqtjEly4sQJxONxhMNh7O/vY3Z2tkTkXxswlTsHZU/ICbndbhYM0UbVbrejo6MDy8vLmJ+fP9agg4IoXn8yn88jHA5jdXW17MQ6bBkKfw0ulwvRaBSCIGB+fl63oRNvBDAT81f7nl0uF3K5nC4zWJIkNDc3QxRFLC4uqnSeg8EgrFarbpM/URTh9XqRTqdLgtf6+npYLJYS2Q1itNjtdphMppL7un79Ol6/fl22rFzPRFHEyZMnsb29zbR0X716pTovvxGiUnH+2g6zeRVFEXV1dTh37hxGR0exsLCgCiaI+Q0AnZ2dePHixWeA+T0yWugJoN3Z2cH29rZqM1pL0MyDB7RZ044xURQRDAZZub52POodl9/s0bwJBoMMKNvd3VUx80kTd2dnB9PT0zX7J3ouiqKo5qQkSQgEAiXNAQWhyHZuaGjA3t7eoVjLvL/QC+io/LocYE6+nAL+gwLNtWycrFYrIpEIK0GemZnRPa8kSbBarboANAV2fABMz4NPyPJ+TZIkhEIhBAIBxONxFVBGz6KtrQ3Dw8PsWFo2g3Z8aMca+fxf//rX+O///m/dJAxdHz2vfD4Pv98Pi8WCRCIBs9mMcDgMt9uNlZUVrK2tMQYLz4TkAbTDvDs9ozGay+WwvLzMKng+BJ8MfBpgBiW+T5w4AZfLhdnZWeYnDwqYaserxWJBV1cXLBYLnj9/zqS1ALUWcrlxQQx+8lUUN5Js3NmzZ5HJZDA4OFgSK1erNUtAI58s4zV8aZ55PB5cvnwZMzMzGBoa0tVbrxUEOgrj1zNi19I6exhGM1kloNnr9eLWrVsIh8Po6+tTaZtW8+zJrFYruru74ff78eTJE91+Dfw4s1qtuHLlCs6dO4f79++XNEXTfp/MZDLBarVClmVYrVbk83ksLy+rfKAWYJZl2XCvRwkQAEin04jFYujo6MCrV6+wsLAASZLQ1dWFU6dOoa+vj1Xh0Vjm5xuRcPQAs0pWLs52u93o7e3F3t4ek3P5zGD+eM1oLOjFya2trYjFYnj27BlLuvPf5/+bB/a07GWTyYRoNIpMJqOq4nO5XLh69So2Nzfx5MmTspq4vPGgI8WZ/DkVRYEkSUin0yW+3+FwsKartWrGa++f1h+g6HNoL7Czs1MV2HzQNUHvd4IgqJoBVgKaq11njX5L//CNxfm4tlDQl4QijMtkMmFzc7NkrBBbl1+nKwGregxmPfxB71psNhv7fj6fZ/saAnUrEWUOg2GYTCa0tLTgwoULGB8fx6tXr1S9V1wuF0wmE7a2tpjk1YdgnwHmQxjfQAl4y2Q4ffo0VlZWMDc3dyAmHgWzpJFjMplYRqWpqQlmsxkrKysqth39jqzSeQhc1rIJQqEQUqkUAywDgQD8fj+mp6d1mWpHafzzpElNTZFIe8YIoBEEgTXeOCoThGKpXyQSqRpoNnLW1JCLB59EUYTf70d9fT3W1tawsrJScn8ulwuNjY0YHh42ZGFScMsnBrxeL2w2G5OG4MuxOzo6sLS0pCtJ0NPTg5mZGSwuLqqeg954onJCYu38/d//PcbGxjAyMgKPx4NcLsekN+g4dCzSAOWPK8tySROCWh223W5HS0sLFEXBxMQEe1/0zERRRFdXl+5G4320TwVg5o26H9tsNuTzeSYPVA0QoGV0UaJKOx8tFgsaGxtRKBRKgF8tI4OCJqNx2dHRgZmZGRUDVRAE1NXVoaGhAbOzs7ra0tWYKIqwWq0QhKKmqCAILBDiq1YoyPV6vQgGg5ifnzeUHKlkPPipt1EgI+3ccnI6Xq+XJQq0Gr/HCbDwQLuiKFhaWsLq6qrqPmicaTdMek1u+TFBG3wqvdYmdHlt6EQiwXwQaRcSwAy8XSf4BKTFYmGAFZ2bXxdtNhu++eYb/OEPfygZi3Q8QSiWL+7t7SGdTjMZkaWlJbYGkSyMoiiYn59n96NtWEaB/lG/N0EoMhwDgQDMZjNGR0c/eGaG1j4Gn0w+p6WlhUlvjY6OYmVl5cDJKxrHFy9exNraGsbGxnQ3qED5jS/5PUqQkI+hmLGjowMjIyNYWFgoAQSB6nRmaQPNrxF0LgL69vf3mXTNkydPsLKyUhInHjaJbmQHPS5pNItisRmgXrO5as9faQNP3/P5fLh16xZCoRDu37+P169fV8VoJqbhqVOnMDo6qoqHKxklC69evYpoNIqffvoJo6Ojuu+e9l7E3rVYLKz/C1Ug0nvVgnAEKtF45I9PTSepfJ8qCLu6ujA8PMwAIKfTievXr8Pv9+Pnn3/G4uJiScNAMj2plmqsHJgliiJisRguXryIubk5DAwMHKms1nHap+STD2tGY0DrS2RZxsWLF5HP5/HixQvD9Zn32UZjUVEUBAIBJs1Cv2tpacHZs2fx/PlzlXRRuXPQOkEMUIrX+LjF6/XCYrFgZWVF9TlV6HR2duLly5dlz1nO6PzUjJMHkgmwtFqt2N3dRSqVKomdeLyjmli6muvRHp8Hmr/77ruyQDPFepTUqnQuvhqG3xvROwHA9iNjY2OGoCj1gKI+TrSOkH8D3jYnJEzMiNTCVxfyn/HPnh9DfH8GPklx9uxZZLNZ1TrB9zvRmzdHUfHh8Xhw584deDwefPvtt6qxabFYWOX6QZP879o+A8yHMG0znVAoBI/Hg0wmg9nZWTao9TahRkbfpe6Y1KwtlUqhrq4OXq8X4+Pjuk3TgOrYAATCWCwWFhCRs6NScQBobm7Gzs5OCUv6qE177fxkpevVMnX5bCY5ilgsdixltgQ0R6NRAMDc3FzZskf+GdN3nE4nkwCgzX8oFEI2m2UNQ4yO1dTUBI/Hg/n5eRUrTi/g5dZsywAAIABJREFUpBIR0owjmQr+Ozdv3mTadNpjnD59Gul0uoQxrU2mkL4cXbfJZMLvfvc7LCws4NGjRygUCkxHWpuYEISipp22cYmiKKwr92FMEAT4/X60trZie3sbk5OTbL4UCgXY7XbG3jlOyZWjsE8RYCYjcNXpdEIURaTT6RJWMxkP/vHlcXpVDQ6HA01NTVhZWdHVrad/8wGzXnBC81hRFCwvL6sCgcbGRlgsFkxNTZXNNmuDQpIpoHMAxSRTPp/H7u4uC1i1jaUkSUI0GkWhUMDMzMyBgTryXXTf9JlWJ1gLahrdU0NDA5aXl1XJMT7ZddxAM1Dc3EejUVgsFiwuLjJJICp9Jma4EbDM3xcBDvv7+2zsGAE8NpsNDQ0NTPIolUqhubkZ4+PjANTPraGhAfv7+2ztJWYkXQs9Jypr/P3vf48//OEPqjWSAmu+VNRut7PkNGnmA1CB6k6nE5FIBACwsrKCra0tBlrwvppP1B2E7WJkZrMZ0WgUZrOZAd3vu32qYIbFYkEoFEJnZycURcHk5CSmpqZUm0zejBhW0WgUnZ2dGBkZYZqHegw17XH0NrL0O4pjC4UCOjo64PP50NfXV1KZok1CVgKv+fWEngFvVqsVvb292NzcxIsXL3RZy0dlehtZ8hXlGsFp4zfeZ/HSGQQ0HxRwIasENPv9fty+fRvBYBD37t3DyMiILlAqCALC4TC6u7uxtraG58+fl/UP5cB2URTh8Xhw69YteL1e3Lt3D5OTk+z7RGihY5DuKPlY/hkRmMSvE4qiMBkO8sG0ZhD5g0ATiglEUURDQwM8Hg8DzQWh2FPk1q1b2N3dxcOHD7GxsVHyfPi9IlCbPnOl/aIsy7h06RKCwSB+/vnnIyXuHJd9qj65FtPumctJEXk8HnR1dWF6elq3abH2uEYYhyAU5dry+TxWVlbYcRRFQXd3N2RZxuPHj8tWwmmvT1EURkgC1JrpkiShrq4OqVRKtfekpOalS5eQz+fx9OnTA8cafNVMuXlH+vfUiyiVSqlIVLWSDw96rY2Njfj6668himJV0hm07mmJNwAYyEtNTHmQHyiu0dR41WKxoL6+HrFYDI8ePcLr1691E1a0l3I6ndje3lb1B9Fep3Yt440AZv758v6Y33PwBDkArFKFJIp8Ph8jW2rPT/d5HCaKIpqbm/H1119jeXkZd+/eLWmAWV9fj+Xl5UMlJN6FfQaYD2GyLGN3d5cNCJfLhdHRUZWGqDboMnIkFPTSf1MGjBhWsVgM6XSaAddk1QLL9F2eaUA6uMFgEFtbW8hms4hGo9jZ2UF9fT3m5+fLNok7CiPnpFcewTsiCsyI3UUsK/6ZRaNRTE9PH9u1EtBMjOZqgGZ63jabjTm+UChU82baZrMhHA7DarVicXFRxQzWGj0n6qhN487hcGB3dxc3btzAgwcPVB2sydra2iAIAtMJpeMBYBlEOu/+/r7qb7/5zW+wu7uLe/fuYX9/HyaTCSdOnMDy8nIJm1IvqcB33+bPfVAww2w2IxKJIBKJYH5+HnNzcwycFMVi44LjZuUf1j5lgJmMQC6Hw6FiBFCyifepsiwzrVA+6KVx5Pf7EQqFEI/HDbV3eRCCxjdfrqTHOqVrcDqdaGpqwtraWkUtMr054HK5kEqlmM5WoVBgVSX7+/slJbjEWg4EAlhaWlIF8LWaNggD9Jl+PAhfKchqaGhgXab1zkXHeBeluHa7HeFwGLIsI5FIYHt7G3a7HWtrayVAknadpl4IiqJgY2MD29vbVa+5DocDDQ0NEIQiO5gHNciam5shyzKGh4fZZ8SO4Tcx9Mz++Z//Gf/5n//JgmOeoQO8jTX8fj9b22k+nDt3DiMjI6rgVBSL3dyj0Sg2NjawtLSETCbD1i5tYpffUBzVu7Pb7YjFYlhYWDDUzX5f7FMHM6hss6OjAw0NDVhZWcHo6KhKD147FilBcvbsWfh8Prx48QJbW1s1MSQJBASg+h0l2ajUNJvNYmxsrIR1zMe/5YBlnrXMf4+k0Gg+Nf+VCffs2bMSlrT2GRzWyBfolVxrAfdaE3f0e0mSSqQzajXtPqPc9+rr63H79m34/X78+OOPKqDZ5XLh4sWLMJlMGBgYqKoipxzQxf89EAjgyy+/hCRJ+Pnnn5nuMI1VqsDjeylQPEBSF7QW0zum/SDw1ndTkpCAGGLTaRPAFoulZB6QNMH169cxPT3NZCvo2WpZmSRZlU6na0oSGO1Jaf24ePEiXr16hcXFxWNPBh/GPnWfXMmMfJFeHNrU1IT29nY8e/ZMVX1XjkygZ2azGQ0NDUin06ziWhAE1tB1cnISIyMjNYF1fCJRURSWFKNYy+FwlFTXmM1mNDY24syZMxgcHNSNwYyMv0eaa9QXo1xFNe8Dab/pdDqRy+VYQ89qEp21mjZJy2MkPND87bffljQi543vocKzh4kExle20XdkWUZLSwvq6uowNjbG9IS9Xi9u3LiBuro6PHjwoGRt5q/d4XCgUCgYSvSUG3O0juk1luSJLXrPXKtN39jYiGvXruHhw4e6PVWoUuW4gGZZltHV1YWenh709/fj6dOnbN2gMfi+V/x9BpgPaASIiaKIEydOYGdnB1NTU4bsJ+1nPHuAnC4NfApMFEWB2+1mm/6FhYWSgLla56QF6shRFgoFtLS0IB6PQxRFnD17FslkElNTU8fOxNCyfPm/8SVqjY2NmJ6eZosIZQPJGRBrKxQKlRXpP6pgnwLQSCSCQqGA+fl5XaCZz7SRPqckSVhZWUEymSz5fjXXRWCFJElMssMokKfMKVB0VplMBul0Gjdu3MCrV69KSsOJBe50OlX6yTyrkj6jwJpn2f3qV7/C3t4efv75Z+b4XC4XWlpasLe3h6mpKd0miLSZo7HPMz3os8Nk6mw2G1pbW2G32zE+Ps42KgcFrt+lfQaY1WYymWC321nn4mQyybobFwoFtsnTBiEmkwmxWAyyLGNycrLswkzzlhjUPDuPL7fiQUmTyYRgMAifz1cWvNYzHrCz2WxsrJOsRCgUwtLSki6gEo1GIYoipqenD6zLRfMYQAkwoVdyRr8BwKoU9PwZUGw2uri4WHbDT778MIzmWhggxCy22WxIpVJlNxuUVHS5XEgmkwdu2EWAHOkPLiwsqJKL4XAYPp8Pg4ODqvuh36VSKQZSiKKI3//+9/if//kfZDIZ1TqtBfXq6+uRSqWY/AUA/OY3v8Ho6KgqiUhmsVgQDAZRV1eHxcVFLC0tMRY07y/tdjt2dnYYO6/WMm0j83g8CAaDKqD9fbTPYMZbk2UZsVgM7e3t2Nvbw+DgINbX11VSK6JY1P3t7e3F1tYWYzLVMtd58JMnb9A8icViiEajmJ2dLdkQ6m0GeRCAPw4l0fWSYrIss7j0+vXrSCaTeP78ua7vPSpWGhFOyA8bgYGyLKOnpwexWAwPHjxQJdSrNXomxNbNZrPvhNEcCARw+/ZteL1e9PX1ASj6gsHBwQMDm5WevygWG6Z+/fXXyGQyuHv3LjY2NuDxeJgkBj1z7bH0QDlqVEyxMf87fk8DlCZsrVYrstmsLuhC+sznzp3D06dPMTQ0xPSX6V2R/nM+n2dklu3tbRUIfdCxSNKPHypbTmufgk+u1rS4gNlsxvnz52Gz2fDkyRPs7OyUJJT5cUTxmh6rU5ZlFjfRcYh01NLSgr6+PqysrNR0vXwiTZIkVtlHjeYzmYwqthcEAXa7Hd3d3TCZTOjr6ztQc3k6L99/o5p4Rw93IaCZKtMJaOabyhn5+KNaTwhoBoC7d++WBZrpeWuby+ntr1paWjAzM4OpqSldrfu6ujrcuHEDTqcTP/30E+LxuGHMb7PZGAmMX1/1mvISOYdiDu3+jp4rv7fTHoNkaXkSTyQSwVdffYV0Oo179+6VyNLyxzZ6Z9UQcYyM9h937txBfX09/vKXv5R9V++bfQaYqzSTyQS3280YvSTb0NzcjLm5OVXnR6DyoKNS10KhwGQqeIBZkiS0trYyYI5v6FCOIaAXCFG2Te+7siwjEAggmUyyTvNjY2PHlpXhFysjx0KbaJfLhbq6OgQCATx79qyk1JEkIYCiw6+rq9NlkZC5XC7s7OwcWdbHCGim98K/U7ofYszyTqdc4Gp0XqfTiYaGBoiiqDqvnrndblitVmxsbGBnZwdXrlxBPB5n7GbgrU5de3s7CoUCnjx5wn7vdDqRTCbZMydAH1B3671x4wbsdjvu3bvHgnM6djAYRDgcxsbGBmZnZ1lwrC29VxSFjXNyok6n89CMNkEolry0tbWxZBABk++zfQaY9Y2C13A4jImJCdb4QBAE1dgD3jbaS6VSJRUg5YwahPAsd0q20PzO5/NQFAVNTU3I5XJMi7la4wNm8mUEoBArKZfLlQTNxMReXl7G8vLygfy1duOgF7ToNXjj1xiv18sazi4uLrJmtGSBQEAlH6J3fKvVimQyWcKYOO656XA40NHRgcHBQRbk82a32+H1epmW/FFoUQqCwBjnqVQKiUQCe3t78Pl8OHHiBB4/fsy+R/62q6sLfX19DLgQBAHffPMNfvjhB6yvr7Pxrg28KaDPZDJIpVJss3P58mUUCgU8evTI8Dp5fWbq98Dfv9frZew+imWOQt5IkiScPn0aAwMD77Vv/gxmlJooiiwZ43Q6USgUMDc3h2QyCb/fj+7ubrx58wYzMzM1zW9KvBE7k+94DxTH6qVLl7C3t4ehoSHG4KTfGsXK2nMQK0gLHtDcInAhFAqhsbER8XicyXtoj0W/O6xVYi2TRSIRnDx5EjMzMwz83tvbw7179xg5o9brIekMSvrr+chqQI9agOZQKIRr165hdHSUNUk0+m4191PNuzCbzWhubsaNGzewvLyM+/fvY319veZSaKvVyuQviPHHJwX5/gza6j9JklAoFMruTVwuF27evAmPx8P0mYn5TMxpXtaIQGuqRKnG9J4rxeWfAeYPz/j5q5cw48e20+lET08PlpeXMTQ0pIo3eICOfGS5eEgrPwCANdXb2dlRsTFrNapiIX9kt9vhdDqxsbGhiv2poeCFCxcwPDyM0dHRmuNkis/5OVytbj/5baPj2u12uFwu7O/vY2trS1WdQMbvoUmy56jiIlEU0dLSgjt37iCfz+Pu3btsbebPrXft/HXV1dXh9OnT2NrawtDQkAoMNsK/GhoacPPmTQiCgB9//LGkWTkZNRr2+XwsltBWVdKYdLlc2N3dLWE+8/sKwtf01lOqoCZ8g5KzZrMZJ0+exNWrVzExMYGHDx+WyIuWWyuOIjFASYFf/epXWF9fx3fffXfs6gJHYZ8B5gpGA8fj8SAWi2FgYABAMaALhUIYGRlh4Bu/sasU0NAGjQIDvvul3+9Hc3MzEokEFhcXS6QgqmVe0kQkkCCbzbLfEyNCURS0t7cjmUxibW0NmUzm2DpUUhCvx4jjvyPLMispnp2dxalTpzA8PGwY4FAQ7vF4sLGxYdi1laRAjjpQ0gOaCZTi2TH8+NBmtYzGTLmxxJ83l8thfn5eV/YCeLtAiaKItrY2rK6uqnSW6Vjd3d2sky+/UBOQQM7XYrGopAj29/fR09ODYDCIH3/8UVd6QpIkNDQ0wO/3I5FIYHl5WbdUkDafdH63213Ctj6oUclWc3MzBgcHD9x87V3ZZ4BZbbR5ojHX29uLR48ewWazMcCVNHUJzCNWW7kFWbsRJYmi/f2ibrqR3yVZgYWFhZrkKahLPR17f38fdXV12NzcVCVfCHSmzywWC2tcF4/HD+TLtJuGcmAPr7+rvX7+Ny6XC6FQCCaTiUkckM5xuY2I1WqF3W5nTBZaI+iZGDH2jsqampqQTCaZ7jBQ3JR5vV6YTCasrq4ey3pIkhQej4fFAadOncLDhw8BvH0ObrcbLS0trMEOvbff/va3GBoaYmwGbTKTTwAAwNraGtsstbe3o7m5GX/605/KXiMlMhsbG7Gzs4O5uTk23jwej6oUm8amIAhVb8KMrLm5Wbck8X2yz2BGqfFgqM/ng8/ng9VqRaFQlPnp7++vufGoyWRicgXpdFrFEAWKYC8B10TEIKsFIKSxS/EIP56z2Szz111dXcjn85icnMTq6mqJPuNRscy0jCujYzocDpw9exYA8PLlSwZuEnhw+/ZtiKKIH374gVXu1Hp9VE1JMR+BOLUep1qwn28G+y6TTGazGZ2dneju7sbk5CSePn2qYrMB6soS7biSZZntPSjhxjMe+diiUCiwcawlG5UzAuG//PJLZDIZ/PDDDyw25hnS5OsJYNzZ2anYxLHcHpbA8s9Jvw/H7HY7RFHE9vY2q2AF1DJyZJFIBOfPn8eLFy8wPz/PPic/pE0SGflUkoHRVlVFIhEmtRKPx2tKeDidTlZFqI0riHXKS3iRv+ru7obNZsOjR49qJiiRryJgGaietVxLglEQitULfMNObUPz455zRkBzuRiO8IRTp07BZDLh9evXJZgHb0aYRGNjI27evImdnR38+OOPhtUqdrsdzc3NKBQKJX1tBEFg5EGqXtUCzDzpj99T8LIZ9K75mJb+DbxNZJ86dQp9fX0YHBzUlTXisRG6vqN6h5Ik4eLFi7hy5Qq+/fZbvH79+oP0yZ88wEwLPwW0HR0dyGaziMfjCAQCsNvtNbPVgGIQY7VaIcuyim5PAUZTUxNcLhfGx8dZQF0ruKy9dtIKzeVybAJRs6JoNMoY2LQ5PIwZTSZy0hQEGX2nvr4efr+fNWPa39/HxYsXMTQ0xIIvo3MQo1kQBORyOdW9FArFpnObm5vHBqCLYrGJSENDAwBgYWFBJWHBOxy6pmrZHZXOS0zCnZ0dVn5tBFjHYjFIklSyIXO73ejq6kIymcSzZ89U5XV8wKwFzUmWoLOzEydPnsTPP/+M5eXlkvPS/VqtVjQ2NsLhcGBiYoIBgvz10oKby+UYg5r/u81mO1CDBmJDhUIh5HK5Y9XsPgr7DDC/NVEUmR5sLpeDy+XCyZMn0d/fj7q6OgiCwNi8xF6gMVYNEMv7FbPZDJfLpQLRtCXX0WgUdrsdU1NTNY9FRVFgs9lUgEvzX6th+AQZX9JF+u+rq6tlZSf0nhsPyvAbff5zPX9RDmCm6+L9hNvtRl1dHRRFYT683JpitVphs9lKEj1aoPm4msxGo1Fks1mWfPB4PLDZbFhbW6taZ/kwZjKZ2JpXKBTw5s0bAGB+1eVyob6+HmNjYyx4FgQBN2/exOrqKl6/fq1ixwFv5VN2dnbg9XohCAIDmIGiLvatW7fwX//1X1Unqn0+H1s/FxYWWDk4P+6tVquKXXpQ2YyjDMiPyz6DGWrjpXQsFgtjmLW3t8Pj8eDFixesMqNas1gsrIKDYkYaT6TlHAwG0dfXh42NjZJqqGpiZQJE8vm8ihFF8ne0UWxpacH58+fx8uVLlvzQa4B0FOOW1103Oh5pTbe2tmJ4eFjFAOMZaLSJv3PnDhwOB3788UcMDQ3VDDTTMyWgeXd3t6RSqJbj0PW9j/NckiScPXsW58+fRzweZ5JvfGKWYlPt7+jecrmcClwG1PJagDrxQfIv1cYRJDVw+fJljI+Po7+/nwFw2nlAbEkASKfTVSVt6R7r6urQ1NSE6elp1oD2fbXPPrlotA/d2dlBOp2GyWRioFdjYyMKhQLi8TiA4jg6c+YM6uvr8fjxYybtxvtQ3sinUHxB3yXwToshmM1mXLhwAX6/v2agl8YgmbbPhJakRfdOTUHHx8cxPDxcdbKbWMd0j/QM+LWh0vUCB18DFEWBy+WCKIpIpVKq5Na78JWiWNR8v3PnDnK5HO7evYvZ2VnVukhYQHt7O+rr6zE8PFyyF9HiGlrT3ofZbEZbWxuuXbuGtbU1/Pzzz1hbW9O9Z7fbDYvFApvNhqWlJZXmfT6fZ2un1jfzGAZ/TJ4NTVJAlKzgf8vPBY/Hgxs3bsDn8+HevXslYDzFD4VCga0b/DmJcX2YikibzQZZlhl28r7aZ4DZwNxuNwqFAsvKXLx4EVNTU/B4PMhms2WlGIyMsm17e3sIh8OYnp5mx7DZbDhx4gTS6TRjJdEE02O8Gpmek/f7/UyrEShOmPb2dgiCoAJfjsOB0SJBmwOjTLjVakUsFsPu7i4WFxdZp9VCoYCzZ8+y5onaY+tdMzVioedAG91AIFCi56N3vYd9DgT4RiIRAMDc3BwDy7UsAaBUIuOg56dykkAggHQ6jYWFBcNNHTlpQRCYvqfdbkdPTw92d3fR39+vYkPQ8QEwEIE0sOizSCSCq1evoq+vjwUw/H2R0Zj2eDxoampCNpvFzMxMiW4tZRQpmOGfH2l7VfusCJzUliS9jxsc3j4DzEUjBpnD4WAbHdJUTqVS2N7eZjIAFosFbW1t2N7erpiJ581qtTLfQHNpY2OjZDNus9nQ3NyMVCrFAOFqjXw5r5MIvA3uJiYmdEu3IpEIFEXBzMxM2W7bRufkz60HluuxxSgo0wuE6Dd665IgFHXmwuEwJEnC8vKyocSE1WqFoiiGgRIxCWktPAyjWc+3xmIxAMDW1hbcbjdSqZQKrHpXJkkS6uvroSgKVldXsbm5CYvFAo/HoyoPpPsgTcEnT56UyGIAYB3WbTYbbDYbFhcX2d/dbje++eYb/Pu//3vVG6dCoVgqGA6H4Xa7sbKygnQ6rapUIcb/zs6OipV3nL0cfin7DGYUTS9BTmDZ6dOnsbGxoevTKhkdY3d3V1XVtLe3B4fDgStXrmB9fR0vX75ksSJdTy2xMl8KC0DV34MSlZcvX4bFYmEAjJFUxVHEjeRXy81LIgKkUim8fv1aVQWm1wOGABNivgYCATx48IAxnqtl2vFEF0mSmI+hYxwEbCZ7H/2D1WpFd3c3Wlpa8Pz5cwZW6TWZBN7KApBGNw/4UvzJ6yzzY1YUi/0eatWHlSQJ3d3daG9vx+PHjzExMaHa5/FMa7PZDJvNhnw+zxihRkSfQCCAtrY27O3tYXx8HGtra+91RQnw2ScDxVjR4XDAZrOxClFJkmCxWNDU1IT19XUmjWi32/HFF18gmUxiYGCgpDkrb9o9Kk8soH0aL5cIFP3UlStXsLi4iFevXpUk5LR+ij8P+XEtIU2PIUomyzIuXLgAr9eLx48f1wS+aWNkwiyqiTerkcPg762SybIMt9sNk8mEVCrF5mql+XdUiXmTyYS2tjZ8/fXX2Nvbw5///GfMzs5ClmWEw2E0NTVhZmYGk5OT7Pno3aMR0Gx0jSRF0dvbi0QigYcPH6okR3mrq6tjDann5ubY2KUqEr3mvnpSVnzVB+0xicDEf097f4IgIBqN4vbt20in0/j+++9L9JkpsUN9wj5F+wwwa4wGU3t7O7a3t1l34RMnTsBsNiORSNRcrk8bdXJctIATE8Lj8aCtrQ3xeLwkc1MLa5mn+POfR6NR1iSKOrVvbm5icXHx2JhhdO0U7NP1awFmk8mEQCAAt9uNhYUFJjfCg+TNzc3Y2dnByspKTddLQLMoitjd3WWyJEbsDerCXCuAY2QENMdiMayvrzPQlXdWRovCYRYLs9nMtKu3traQSCQM2SYWiwV2ux3b29uwWCy4evUqUqkUBgYGVBlqPlDlkx70/4VCAW63G3/zN3+D58+fY2RkRPeeyPj3X19fj0gkwvSZtYkEve6vDoeDsTHKmSiKTOsqn88zBvv7uKHRs88AM9gcliQJJ06cwNOnTwEUk34kTUHSLTTf5ufny2r/6pnD4UAqlWIAsNPpVJVsCUKxaVooFML09PSBZFuIkeFwOJDNZlmjNEmSWEMl3txuN6LRKNbX15lcUrXGzzcjcBlQyzNpr9NIU0xRFBQKhbIsNnqOwWCQsYKpuzf9RpZlSJJk2BSRtOs3NjZYVcNhpDO0gWJ9fT3C4TCrNjkKneXDmCRJCAQCkCQJq6ur2N/fRzgcZs8OeJsgjsVi+Pbbb1W/1wb01CiFAGag+Mz/5V/+Bf/2b/92IB1Eq9WKSCQCm82m0rKXZRkWi0UFkhATlBifH4rfrWSfwYy36zLFAxSbhcNhtLS0YHR0tKSSqZLx7B/yVSSzUSgU4PV60d3djRcvXjA9/VpjZbp2QM2KIzYz3YvP50Nvby/i8ThGR0dVQDb9BijdMB8kdjMCabTX3NnZiWg0ilevXmFpaankvNo5pr0WQSjqst+6dQuNjY148uQJnj59WlO1Bs/yowZzxGjmSQDVAivvO9BMxIuGhgY8efKEVf5pAVqLxcJAdyK16MX4WoAOeEuAOGjVjMvlwrVr1+D1evHDDz+wZud6wAi9M4o/+ORKMBhES0sLstksxsbGfpFk60HtU/fJ1DMkk8nAbrezHgkejwcOhwObm5tIJpMQxWJPnO7ubgwODtYkWaE1qhrmx5EgCGhtbcWpU6fw9OlTXckN7f/z+0Fen5yP86xWK9xuN+s7wR8jEAigp6cH8XicNcGsZFpQmf6bX3sqGa1VRriE1WrFmTNnkMlkMDIyosusNXr2kiTB5XLBYrEwAg1gzGZ2uVyqxp6HNZPJhPb2dvz6179GLpfDxMQEFhcXMTIyUrF6pZrxVO6+T58+jUuXLiEej+Px48clTaaBt+89EolgcXGRJU54veVyRr4wm82yMUf4lFFfBe37Ilmla9euYWJiAg8ePCjBjyhxrK0ueR/XuqO2zwAzZ3ym48qVKxgaGsLm5ibq6+sRCAQwPj5es7wCASPZbJaJ09vtdthsNiwsLMDr9cLj8WBmZqakjLvagJmC03w+D7fbjc3NTZad2d/fZxmnUCgEl8uFeDx+rOW/dF5JkkrAQnoWQBFkiUQiyGQyWFhYKNGapkkuyzKi0SisVmtZNpyR0QR3OByqQFh7/263G6IoHnnZgbakiDej7C3//3pWjYOigJGYmIlEwhBQoOxdT08PUqkU3rx5o8um0GaeyaHv7+9DURT87ne/w5s3b/DixYuy16a9R60+s1Z7HFCXMFmt1pLmZw7sOJs+AAAgAElEQVSHg41rQShqd1FnWdI5/dCc+qcMMFMAsL+/j1wuh2g0CpvNhpGREfj9ftjtdlbCZTKZEIlE4PV6MTY2VnWSiN8MUxMNp9MJURSxtbWlSow1NTXBZDJhamqqolYib1arVdWktVAooL6+Hpubm4zlyft+SkiGQiF2j9Uym7Sbe/qM/q3n93id5EoMQAIoKCFY7XO2Wq0IBAJwOp3Y2trC4uIidnd3K7I/TCYTQqEQ5ubm2PmPQqOZ911U8v2+GAH4gUAAsiwDQIm2eDAYRFdXF/70pz+VBN1k5CfdbreqCbHJZMK//uu/4j/+4z8O1FGdzuN0OlnVEVUKOBwOVeKFKonoWVMw/6Hbpw5mmM1mAEW2pqIobFPW2tqKWCyGx48f1ywbRE3leB1kmgv5fB7RaBTBYBDPnz9nCSk+2V0LEYP3g3yTSgKeT58+jWAwiP7+fgay6c0zra89aHxRSS/a7/fj/PnzWF9fx/DwMAM0CAihezfaM+gBO263G9euXUNHRwdevXqFR48eVV0Vpr1/Ard4RjP/d/rvao5b7bs8rFVD9OC/63Q68cUXX6C+vh59fX2MwUdGhJZycWa55+F0OrG9vX1g/ygIRX3mW7duYWtrCz/99BNLmOtJCdhsNgYOUt+fTCaD8fHxsk3D31f7VH2yIBQ1aPf29pjeMiV0o9EoTCYTA5GJJRqLxfDw4cOylWPafZ7WvF4vLBaLisghyzIuXbrEKj6MpOn0WKGSJKmqVfnkn9frhSiKJUx6krMJBAJ4/Phx1Y3PtKAy/+9q2MJGDWHJqCKxtbUViUQCHR0dqKurQ19fH169elVTvEkkMGoYSk3s3oWPBMD2Vpubm6xizQhwrdbf878z+p4sy7h48SLOnz+P4eFhPHnyhMUUWlzA5/PB4XAwAguRWKp5PryEoN1uVzVN1btuvfsjfebTp0+jv7+fVVbxv+NjJu11lcOIPmT7DDD/1UgknDRTrl+/jsePHyMUCqFQKOh2i65kNKD4/ycWHGUZ9/b2GLhKVktApt2ge71eVflToVBgWqGpVEqlqXNcRkGuXudhKj8Mh8OQZRnLy8ss66YXWPKAiaIoCAaDcDgcWF9f120SV+m6JEli2SSekVIoFFhZyrvuzlkOZNZ+zv+m2sXFYrEgFArB6/VidXWVsdn1zOPx4OTJk5icnFSx3vhr0gs8aOP2u9/9DnNzc+jr66uZuSIIApNKsVqtrDEbD4zQRpDYjPz4ojlMCQWn08nkEz60YJnsUwWYaQNEQK8gCDh37hwSiQREsdipnfTcZFlGa2sr9vb2MDExUVWVg3Ysm81mKIrCWGA0rih4j8ViWF1dZVnyao2Aay3bvrGxEYlEQlfL0+VysYAukUhU9NdaX6F3j9o5y89dApgrJTRJuzybzTIZo2qNji3LMurr6+F2u5FMJhnQbHROk8mEYDCoYsHQfWhLyqv1Nx+KL+D9YS6Xw+zsLFvvvF4vbt68iT/+8Y9l9eIkSYLH42Esf/rOP/3TP+GPf/xjzQxTrYlisWkgsfbS6TRjWtP5iYFTC8P0fbdPFcwASsFQSqCdOnUKuVyuJt1LMpIXIJ9C5yDpgI6ODqRSKYyNjZX4y3IJMd60rGWg6PcpTs9ms/D7/bh06RIWFhbw+vXrko08XZd2DB80yVXpGJIk4dSpU/D5fHj16hVL3vCbc4qd6TmUiyf11gpi6F64cAFjY2O4f/9+1cxVbSKTqhioGaDW3ue5X22iwOfz4csvv4SiKPjuu+9U8kMUn2qPa7Sv4c1ut7O922FMFEV0dHSgq6sL8Xgcz58/VyV7+LFQX1+PWCzG9oafQqz8Mflk2ueYzWZWok/+uLW1Fel0GjMzMwCK8Vtvby+y2Sz6+/ur2jsLgsDiQz4h19DQgJ2dHVX8EAgE0Nvbi/HxcYyMjJQlKZBRLEqArVZH3Gw2w+12Y2dnR0VmoLHb3d2NhYUFDA4Olo379YgXZHz1SDWxNpFCjM7n8XhYL6OXL1+y3hlerxfXrl1DU1MTBgYG8PTp05qSsNT0mXCVVCqlinuPct5WszaV+64eAF0u6VkOmLZaray53osXLzAwMMDWFq1PtdvtrKk79TDTXofe9dPfKTlT7dzQXr/b7cbNmzdRV1eHH3/8EVNTU2ycUAKWtPjLJa2Bt3jHQRrzvi/2yQPMNLhOnz6N6elpbG1twWw248SJE9jf31eVptZyTBpE+XwekiShUHgrgh+JRGA2m1kTJO1vgerKyrRMDKDIdKCNXqFQbGwXCoUwNjam2+WzFqCymvum41P5nJaZ5/V6UV9fj2QyyTKfxMLgr63cc5BlmclqbG1tYWlpqabMD7HWqDScgGan0wmTyVSRwVwLUKFXfm50TB74qYVdUa2RhpLL5cLS0pJKcoQ/h9PphCRJKuYOBQC8aL32ugRBwN/93d9hbW0NDx48qHqTqb1nYovEYjEUCgVMT08z6RTKGlPgQxlkcu5OpxMbGxsM0LNarQzE+xB1kD5FgJmaRDmdTtZETxRFXLt2jWnFUdDmdrvR1NSkKpGqxrTz0mazAYBKl1sURUQiEbjdbkxNTdXE9uQz3VarVdV0k5q8aiU2SOPWbrerNHeNjg8Y65wZgcsEQvCSN3xViZ6ZzWYEAgFYrVYsLS2Vva5y10vrAh3T7/fD5/Nhe3sby8vLuo1JSUJpYWHB8LjE8q2krU//1jbFe9+NkhSKomBlZQWFQlE/8be//S3+7//+D9lsVsXCoN8QY8nr9TItcfrbN998g/7+fkxMTBz6+qhMlGKNmZkZJu9BiSJ+zBg1YvmQ7FMFM/h+GuQ/KCk9MzPDKg2qNUr6U68MrV9rampCU1MThoaGSiQhaqnwI+CPBz3o3BTjnDlzBk1NTbh//z6L+bVMKb3Y+SCxmVY+Ti+WCoVCOHnyJObn50v6svAxc7nnoBc76hEDgGJ8eP78efT8P3tf+tRG1p3/dKtbraW1ow2E2BeDbRZjbI9n7JnMZKmkKvmUqlT+uuQfSKpSlUo+TDLzvoONFzCLbQw2m9klFrEJBEjo94Gc69utltQCPIPN71S5wKLVfbv73nPPec45z+nrw/LyMnsO57HjyOehd8qP26z8kQHBctcmmsPm5maMjY0x+5QoMvikH6PzGL0Xh8PBsu9KHWdGKJHm1q1buHXrFp4/f86oA6hSIBQKIZfLsXdM7+trAzP08rXoZKI6OTk5YVVK+fwZjZDP58PW1hZSqRSbq3fv3sXU1BQ+fPhg+h3rdQX17slkMszeIr79mpoaPH/+vKIELdI/9I/8NLLtKSubH68sy+js7EQ4HMbw8LBpfEZvJ/O6zyzXcin6BVmW0dHRgVAohLGxsYL9iq5JlRA3btzA1NRUxc0PLRYL3G43C0jt7++bytilfcJMQFYQzNHg8cfTz2JAcjmgudw1VFXFvXv30NDQgFevXuHt27eG4CvZKcL/JQtRNT09o1KBRLvdDgCmmsIXu2/aux8/foxcLodff/21gK6RsAwKEBc7t8vlQj6fRyaT+SLt5WsNMPMZDd9//z0GBwdxdHTEOudOTU1VXEKq7wDNA2GKoqC2thaiKOLjx48F4CtgzpiicdPYSQgQIR7n+vp6HBwcaEjQP5fos1qoXIzuUZZlVFdXw2KxIJlM4vj4mI2dN5YrMaisViuqqqrg9/uxv7+PZDJZNCJo9HzJEKYILWUwkrLXj0NRFLbBmGlcRBG182QFlIq4XtQAtNlsqKmpYYARgQGlHBQqXdWD4LxSzefz+PHHHyEIAv785z9XzO+pv1dRFBEIBFBdXc0yLChDmZ8viqKwLtmBQEBjQFHmKQHjX5oBfd0AZjJqjo+P0dbWht3dXUYlFI1GMTExwYCzaDSKQCCA2dlZTbOxcsIHKuj/tK5pHtvtdtaAcmFhwTQgSUYDnZOuQ1n3BObqz6eqKuLxOONMN7qekS4wOoYHLvTf5dcuz3VXzOD0eDwIBoPY39/H+vr6pQRpeKob4s0OBoMsM5r41ujYQCBQNNPWYrHA6/ViZ2dHU9nAg0n8vZPON2tAXhWhOUsgsiiK+Id/+Af8+7//O3tW9D553WyxWOD3+zXNbQVBwE8//YStrS0MDw9fythoDDabDbFYjDWk3N3dRTwe1zR9dbvdsNls7J1+SfqY5LqBGXxQgBrhnJ6eor6+Hs3NzYxegcSMHUdNr6kkmv+e1WpFd3c3rFYrhoeHC2zlck4yHUPjNnJEbTYb43ju7+9nTQPJbtEH5oo5p5WCprzO1dtPNK6bN2/CarXi3bt3GtoEPR0GfWbmusXGSmOiMRCA8/DhQ2xubuJPf/pTQZVlqevQNaxWK1RVBXCWHU6l3UbCZ4abAWN/Lyl3bZobpHeN9nj+HfNBAf2zoGQIo7l6kWfgcrnw8OFD+Hw+DA4OAgDS6TSrDuTnNWXzf01ghl6+Bp3sdDohiiL29/dhs9kY9VQoFIIoiowSi3jb6+vr8fz583Mly9H8IP+YfGwKfPf39yOdTuPVq1emfT6+wSpVD1LVg9Vqhc/n0/AOkwQCAdYETt84sNx98L/Tmq0ka5nPrNb/PRKJoKurC0tLS5iamjK1fhwOB3p7e9Hd3Y2FhQU8efKEYTdmhE/CyWQy2N3dLZrRTID9/v5+Wd+CD35WWk1Bz9ZIjO7rPDqNqJ0ikQhevHihoYzihZrsVUKNabfbkc1mK9Z/RvdMzRK/+eYbrKys4MmTJwXzmaf7I/ud5qMkSQgGg1hfX2dUc5dR4fJ7yrUFmGnyEa/NgwcPMDAwgHA4DKvViqWlpYqynEgJAdAoLQIZnE4nmpqakEgkWLmv3gE2A1gSgJHP5+FyuRgYSn+LRCLIZrOsEVUqlfosBhu/8egzOWgs5Dz4fD5UVVUhlUqxrD1eqV+U+FySJPj9fgSDQWQyGSQSCUNQlweS9J+Ts0MNp3jwm8Tr9TIKjXJGJxmc/Ds6j5RS1sWel5nnKAhn5dfV1dWw2WxYW1tDKpUqutkW686qV3aPHj2Coih48uRJxRyM/NiAT89elmWEw2GEQiGsr68jkUhoDBkyfkRRRFNTE16/fs2+29TUhL29PSSTSc0a/VKA5usEMFssFgQCARb57+/vx8TEBOt8vrW1xd5hY2MjAGB2dtaUUavPPiM9QHQ5/Bh8Ph+qq6uxsrJS0Bm4nPj9fuzs7LDSbp7+x2azFTSYFEUR0WgULpcLKysrRYFyI4CDXyd6EES/jsmB5/9fyoC0Wq2IRCKQJAmrq6uXDsjq9w1696FQiNFG7e3tseyDYu/YZrPB6/VibW2NnZeqLQCwQCBf7UPUOcCXBW6SkwOcvb9Hjx7hzZs3bI/nS+X5AILf78fBwYGmxLSvrw9erxc///zzZxmry+VCNBpFOp2G0+nUBP1cLheqq6sxNTVlaD98CXKdwAwAGj3pcDhwdHSEtrY2WK1WTExMFOzH5eyjYqWogiAwEGFmZgbT09MFWcdm5gpVqVGwUr8m6J7q6urQ0tKCkZERTUNX/fXMiJkx8XpIDwAIwllD7qamJszNzWF1dZUlX9DxfICJrqm/brlnX8xmJN0JgIFTN27cwHfffYd0Oo1ffvnFlF9EezRVvJ2enkKWZcalzduF9J4oeEHXNrqPqwg08/uxJEloaGhANpvF4uKiZn+l9aNPzuDPSc2Mi1XimPUTi303HA7j4cOH2NjYwKtXr1jWNfAJVCIecsr4/5Kq/q6LTiaqBD44sL+/j7q6OgDA3Nwc8vk844UFgKGhIVNVvjzwy/vzfLUofRaPx3H79m2Mj49jYWHBMFhm9H+6DnCGA/C+pcPhgNPpRCqV0ugZPkt6eHjYMDu4lPB2Eel0M1nL+oRBvdjtdnR1dcFms2FkZORcvr6iKLh58yb6+/uxsbGBgYGBiqoxRVGEqqoswHVwcKDp90L2NaBtakt/5wOMtD9dtMKvGG5R7Fh+7tC4SIrpXb/fj2+//RY+nw8DAwMaOgr9sdSLifdjjGwJo/lfiRjdt6Io6OrqQldXF8bGxjAyMlJg9/h8PgDAwcGBhlqKf28UiMnlcgV+5FWVawswE9ibTqfhcDgYz2E6nTY0NEsJX4JHi5kmuizLiEajCAaDhjQVZsFAvoSEFAk1TKLzOZ1OtLa2YmdnB0tLS5+1qRkPWOhBCjIwbTYbgsEgcrkcEomEJqLP/9NnhVSSmcELgUNVVVU4PT1FIpHQNOoqJ4LwKaOZspT5TagURzPdA907Zcm53e4LNw00UloXBZj5Y51OJ6NtWV1dZeM1MgpIKfOlj7z09fUhGAzi6dOnFwbW+blBBlMsFoPb7cbS0hI2NzcLuMvD4TD29vZYpC8cDsPpdGpKwakrPb3fqyzXCWCuqamBqqqYmpqCJEmsuQMAxuGqqioaGxuxtbWFpaUl0zqCOt0D0BhS/PyVJAl1dXWQZRnz8/MVN1wQhLMGeBsbGyyrntaS0TidTiei0SiOj4+xsrJimkOO1zW8EABhJHxgki9zN7qO3+/XlFjqAWy61kWkmI6ijORgMAgAWFtbK5p1AZy9s6qqKqytrWmeBzUtPT4+LsgIi8ViWF1dLVq1cVWFaLd4oNbv90MURWxsbBRkR9C79ng8yOVyGn3c3NyMrq4u/Nu//dtntRF8Ph9qa2s1fPrEKzs2NsaOlWUZoiheqWaLpeS6gBnAJ/CJHG1VVdHR0YFkMsmaR5GUsz2oso04u/XXaW9vRzwex8uXLwsC+WbBZQow5XI5tr8TeEd0Mi6XC/fu3cP29jZGR0cLdD2/Rxjdm95uJSk2Nj0lhl5UVUVXVxey2Szevn2r4ZjkQWYeWKYxWiyWkhV1pYDRUmAzcLZvEWXg999/j1wuhz//+c+Ym5srGvSjezWyrXgqHwKuKGBxcHBQ4AtcJTETDHM6nbh//z5UVcXw8DDzJfWguVFGJCW4GFFF6cfBn6sSEcWz5mP379/H5OQkRkdHmS0vSZKm2S8fbPgSsuaui05WVRXV1dWYmZlh+zs1ck8mk2zfvXfvHj5+/IiJiQnT708P9hHuwGd0yrKM3t5euFwuPHv2TGN3lEqIor/T3NJnifK6jD+fz+fDnTt3sLm5WdA8zazQuUkvlbP9CAsoFmQRRRH19fVoa2vD1NQU5ufnNXrtPOtFlmW0tbXhwYMHODw8xMDAABYWFgzxFcA4AOdyueByuXBycoLd3V0NdQa/Z/FUdZS1m81mL70Jsz4hRm8rkOj9CqOEmmL3HAqF8N1338Fms2FgYIA1nNYf53A4YLVakU6nNVSfvJAdelHeYx4fo/OoqooHDx4gHo9jYGAAHz58KEhucrvdDGOiYDi/Jggsz+fzrGfcVZZrCzDfv3+fGZbhcBi1tbV4//59RaXWwNmEBKABl8mgsNlsaG1txdHREebn5zWld2aNBH6j57NqHQ4H7HY7tre3YbFYEAwGUVNTg/n5eVYGU8w4vqjwSspI+VJjJrfbjUQige3t7QIDWx+xot8pu4WU3XlEFEW43W6Ew2EAwPr6OnZ2dirikqOMZsqyOT09haqqkCTJEDCmEoZsNsuaNx4eHjKg5jLEaM7oDYLzAs+0OVVXVyOfzyORSGg6SfPnJqXHO3DkOLS3t6OtrQ2Dg4Msa/gywCi6b0E4K8uqq6uDxWLB/Px8QRBBkiQ2h2RZRmNjI8bHx9nf6+rqsLm5yeg2inUCvgpynQDme/fuYXl5GUtLS/D5fAiHw5icnGR6IRQKoaamBrOzsxUFbfhNuhi4rKoq6uvrsbOzg+Xl5XPNBzIQUqkUvF4vJEkq6HpN4wmHw/B4PCWzlvXCA8v0O+035SLuPDhZ7Di73Y5wOIxcLoe1tbUCQ54MbqJquGyAVr8XkA4XBAEbGxuGFRaiKCIYDCKRSGhACx6M0oOWTU1N+Pjx4xfFwwwU6kEKajscDvacEolEQeWI2+2GJEnMLqC19Ld/+7f4l3/5l88O5FAQwOFwMK7tW7duYXx8nK0Nt9sNVVVZ5s5VA5f0cl3ADAAaSoy6ujo0NjZibGxMY9eYsWcVRYHFYtFQYpA4HA7cu3cPh4eHGBkZYRz7lSYcUAMmPXUc2QO5XA4tLS24desWhoaGWKapHsgudy90z/q5SvsLbxfRuYoF1FpaWhCLxTA5Ocn0GN0v/dMH+Cjzl0rM6Xc+qcTMGioHNPN/E0UR8Xgcjx8/ht1ux9OnTzE1NXUuZ5x6oNC+/CU1MjIDzodCITx48AD5fB6Dg4OsEop/lnrglpJyqNLECEy5rGdktVpx8+ZNxGIxjI6OYmlpiTWU0t/nl1L1d110sqqqODo6wsnJCauq3d3dZbZZXV0dOjo6MDQ0VLR3hZHo7QveziPx+/24d+8eFhcXGac3/139+fikBgJ4qcKb5pJR81XgbN61trYiHo+zCpNKhR+Xkd1f7jkYicfjQU9PDzKZDMbGxlhWLJ2fntt514rFYkF9fT2+/fZbiKKIp0+fYmZmxjAga7QniqIIp9MJt9uNbDaLvb09RklKOAxwtq9bLBYcHh6yta2vuLgsKZUUwx9j5pkZHUOVoI8ePQIA/Pbbb1heXjbUoU6nkzWeJqCZzstTVlz0/mkv0N9XMBjE48ePYbVa8csvv2BlZUWDs6iqCq/Xi93dXezt7TGaD+BT75rNzU3Wq6gU9dQfLdcSYJYkCf39/Xj+/DnraD8/P19R9gw5eIIgaLIHyJH3er1oaGjAysoK40PSg3XlhKKHNPGPj48ZR6mqqqyZX2trKwRBwOzsLGtSpY8AnVfZ6bOzaYMoFqmjLp6Hh4eGXKJ60Jt+0u+5XA5erxfZbLZi/mu90GINh8NQFIWB3cWABaOMFTLeaZOUJMkwM1eWZdjtdgjCGUcVXeMyAWaj+wNQ8L7LRWbL/d3tdqO2thaZTAarq6tIp9OGQQXiOz05OWE81rW1tbhz5w5z3i7zXvVOoN/vRywWQyaTwcLCQgGwQkBTV1cXhoaG2LttbGzE4eEhVldXNev4KkYDrwvALAgC/uqv/goDAwNs40ylUqy8Nh6Pw263Y3p62lRmMW/I8AasXmcJwlnWe1VVFRYXFyvKuqesaL7kWlVVbG9vo6qqCul0uqB7O9HSHB0dYXV1tSIOOV5fkjHo8/k0ZVVG61sPeujFYrGgqqoKLpeLNfHTn4MHz+n/vMF+WQEavU6jzIPq6mpYrVYkk0lsbW1p+LNJxxJgkc+fVScQCMNnZQjCWWnn8vLyFwkw67OLeAfP7XYjEong6OiIOWNHR0esQSCVldIz/ed//mf867/+6++m9xRFQTgchiieNf6bnp5m1yYO8omJCY1RflUBjesCZgBgTZ2am5vh9/s1TjVQ3qYggDeXyxnOterqavT09ODdu3f4+PGjJtuzEkoMqhzUB5uBT/rq4cOHAIDnz5+zLvM86McnQRiBJrwY6UhVVXFycoLDw8OSvJ3AGVjT09ODVCqFyclJll0NQJNlpw+8UVILD8rS5/ScjUB8Os4s8KzXNTxYFI1G8cMPP7Dy5ImJibIVk3xwl3QQlcaTQ2+UMHGVpVzSRiwWw4MHD7C3t4dnz55pgsn6fZNs2v39/QLA/XM9B1VV0dvbC5vNhtHRUU0zKj4wz/uBX3oyxpeuk91uN9LpNCKRCGRZZvQUVqsVt27dYlzbZvxnwitoTdL6JtuCnwvNzc1oaWnB0NBQSbBXjzkQdzOdm2xiAkJ5jnkSj8eD3t5e7O7uanjxy4keU6jENi1nJ0uShLa2NtTU1GB8fJxVJ+h1AAX79OAp/0zMiCiKqK6uxrfffgtVVfHs2TPT/M50TafTyfYk0j1WqxVWqxVHR0eafYJ8eACabO/LTEzk9zL93mak9/XPzeg58ucRRRG1tbUsC/zp06dMp/HfJRtUEAQWzD46OmIVVuQzXMa98/fNB1Xq6+vx+PFjrK+v409/+pPG96QqBIvFgnQ6raG3o3dDASWHw8H4y6+aXEuAmSgByOCtNGON32zJiORL8WKxGFwuF2ZnZ7G/v68BNcwaTTwoQpxYR0dHqKmpwebmJit7jUQi2NraKijFomsB5zdOKBP06OiI3Stlh+gBZuJ/Ji5R2tz4Y/RKgn6naBkdFwwGWXfUyxAyZsPhMOx2OzY2NrC1tVWgqOmdGn2fSiwBMP4b/vlSY4LDw0MNQOPxeCqi6aj0voye6WVkPoiiCK/Xi0gkwoBmPbDHGx92ux2ZTAZutxs//vgjRkdHMT09zY6ldXLR56C/F0mSEIlEEIlEsLGxgZWVlQJjhLi5Dw4OkMvlUFVVBa/Xy8ZHINX29vaVM56vC8CsKAr+4i/+Ar/99hvy+TwLatjtdjQ3NyOdTmN+ft5UpJZKpCk6zXPX8u/XarUiHo8DAD5+/FhR6R0ZxwcHBwzEtNvtsFqtrHRJn0VHVR1ra2sVAdlGhhmtgVgshmQyWRAA5L9L3zESVVURiUSQTqeRTCaLPl9ZluHxeAqaxJATSvvCZRlkev1KxnIkEoHD4WDNSak5K2Wn8xk3RFV0cnKiKTGrra3F6urqF9nIqJyQ3g6FQkxvK4oCh8Ohof6SZRn/9E//hP/4j/9gQNvvkQVBQd/a2lrs7OwgmUyyAGVnZyfGxsbYfL8IF97nlusCZgBnAHNHRwf29/fx/v37iirjSjU2lSQJN2/eRDAYxMuXL5kDzPMMF+Pj5YUAV/16ps9zuRxCoRB6enowNzeHmZmZggoMvvJQDyybmX+k+3O5HKPnKpYxJ8sybty4gXA4jPHxcWxubrK/8VUmRnYyBfSL2Sm03ymKgnw+zwAEo3swsh95nWsGLA4Gg/j+++8RiUTw7NkzjI2NsWx3/fH8Nfg9gx/L7wGqXraUC4IQLQU1J3v16hWjweDXBOlG4qUlO4LO/TmfRygUwsOHD7G3t4cnT57g8PCQBS14e9pswOePkOugkwl4cjqdODo6YlWiqqri/v372NraYrQnZl/6mp8AACAASURBVESfqWpEb2Oz2dDX14d8Po+hoaGKgCw6n8Vigc1mY8lXiqLA7XZjb29P41eKooiWlhbU19djbGyM9dao5FqkZ4z6KBUTo8oXXkKhELq6upBIJPDu3TuNPXkZ/nYpEQQBwWCQNbYbGRnB+Pg4W6PlrkV+FHBGq0ZZzaVolfjvlqLUO+/9lAKaeTH7HI2CvU1NTejv78f6+joGBwexu7tbkLxA8/L09JTNa/In9LQwF/EX+Ovy9yrLMm7duoW7d+9iYmICL168KAjeO51OuFwubG5usiA0VddbrVZGY8U3R78qci0B5lAohPr6ekxPT1ecXco3pMjnz3hhKXLvdDrR0tKC7e1tLC8vM4db7yyXEh4Q4UFp4EyB1tXVYWlpCc3NzZAkCbOzs4YlVcXKJ8wIRXGI5iObzSKdTmvKDPlFQtQK+/v7SCQSGqBBD67TOPnsbD5TI5/PIxKJYGdn57M0llIUhWWtp1IprK+vMwOqVDMpGisdp+eTdrvdcDqd2Nvb03RT93q9rLHh58jIMFJaNK7LuKYoiqiqqkIoFMLe3h4SiYSGH5AfBz3fv/mbv8Hs7KyGY9Pr9eL4+Pjcjf+KCd2foiiIxWLw+XxYXl5mYBnv1FD2PwA0NDTg3bt37D7q6+uRSqUuxBv9OeS6AMzRaBQNDQ14+vQpgE9AWUNDAxYXFzWZNeWEdBdxC+qdJOAs8FNbW4tkMlny3EZ6mwxmnks0n88jEAggk8loos3AGfhQU1ODbDZbUfNYvdMPfOLEdDgc2N3dRXNzM+bn59kY9SBJsfuixplWqxVra2tl1yVxShfbL0mfU2T9sgJJRvrNbrcjGo3Cbrdjc3MTe3t7hk1dqeRYFEVN5lhdXZ2G8/qqGWVmxAywFwgEWIZ7NpvF2tqaBnz/x3/8Rzx58gSLi4usGoUy1D73M6GMeL/fj+3tbezs7KCzsxNv375ljp7L5YIoildOJwPXA8wAzrKLOzo68ObNG42zb8aepbVHICc/Z91uNx48eIBEIoGJiQmmM8g25M9dLNOJb9RtBF6TE9bT0wOXy4WhoSE2l3i73AjcNCuSJEFVVZyenmJ/f58BNkbBPuDM97h9+zbW1tYwPT2t0UG8Hczbm7xDyXNqmhkbOc/8PqUHrvlnaiTFwGn+fQYCAXz33Xeor6/Hy5cvMTw8zPwi3halfcKI17fYe/5SRB8Q5SWfP+ub097eju7ubkxPT+P169cFtgLxUdPvVAJdyXs/b2IR8crevHkTs7OzmJycBACWKUfnvGpJGCTXQSf7fD4oioJUKsXApkgkgjt37mB8fLyAE7+U6ANMvO4iiUQi6Onpwfv37zE7O1vRnOLXuyzLLDGLKhf0FQ8ulwu9vb1Ip9MYHx+vKGuZ/8cDxS6XyzBDmsQoW5sXm82GmzdvwuVyYXR0tCw1n14HmA3YmRWv14t79+6hsbERb9++xatXr0wl4tG7IPqOSqr36LsklVCNkpTaQ/SiD3oaBVyNxOgasiyjtbUVvb29WFxcxMuXLwt0LnBmS1DQhuYDD8CTr3dR/Vvsnh0OB+7fv4/m5mYMDg7i7du3mndks9lQVVWFo6MjbG9vs32CkqgCgQBSqdSVS5q5dgAzcXsaldSXEgIqBEHQRPAIYA4Gg6itrcXHjx+xubmpMS55Y7HUc+U5ivRZIvQvFotBVVXs7+9rsrCMFmWlIghnmbqUyZvNZlkn+FQqxSY1AXeUPep0OrG0tKQpt9AblvxmRhngxXjXotEotra2SkZK9ZH0SoFUq9XKgOb9/X0kk0nk83lTXHAEMPOK1+l0MoCZBzNcLhfr1kyK6yLvqJjoARn+88u4liRJCAaDCAQC2N3dxdrammHneFEUcfv2bSiKguHhYaYk3W43RFFkYPtliX5DdzqdiMfjsFqtWFhYwPb2tmaekEHR2dmJ169fs/kai8UgCMKl0npchnztADNtjqqqMtoCURRZsGB6etp0JQPNQZvNpuHW0mdoVFdXw+12Y35+vugeoDeOSN/QOqaINk/VoC+vo3sLhUJYW1urKJjJ63wAGtDP6XTC4/FgbW0NN27cwLt37zQVAqX2GkEQ4PV6WVMYI45oo+/YbDYoilJ2/RIQYrSPXVR4nU/BrEgkAo/Hw6p4eJ1ktVrhdDoBgDkGgnCWwUwc07y+/NIAjVJC84Yqi8LhMD58+MD2JkEQ8Pd///eYmZnBmzdvAHzal0VR1GTOmb1eJc+PQCbiZyYaj/fv37N3SPN8ZWWlklv/XeQ6gBnxeBzxeBxjY2OaoHk5IX2hp8SgOVlXV4fOzk6Mjo5idXW1wI4zOh8J7/CRLW4U/Mvn8/D5fOjp6UEymWRZZ5dlG5GtQZmm1DCY7Fo9aK0oCm7cuAGPx4PXr19rmnPz/3hHnu5FH/jR29L8PRitWVEUYbPZWFWPUWDN6BkUA3z1wBT/0+124+HDh2hvb8fr16/x/Plz7O/vM25S4pPUZ4qXus6Xppf180r/f0VR0NPTg+7ubkYvQvukw+Fg/WfIpnA4HADAuDbNghznfW5UTVJbW4t3795hbm5OwykuCMYNHP9o+Zp1Mvn+gUAAb968YRXFHR0dqK2txdOnT031JeHtRJ4zWF8tZLFYcPPmTUQiETx//ty038YHIijARQFuUTxrrnp8fKxJHqPARltbG968eYOlpSXTc5fPWqZ5aZYaiK9aMTo+Ho+jvb0dMzMzmjVwHuG5j+nZX4SiTVVV9PX14caNG5iensaLFy8+SyBe/3zpPQLmgWagtD7S7/nFMAxeys0P/d8VRcHNmzdx8+ZNTE1NGTb2pWtRhQBV11XCPmB0jH5v0+97/F7u9/vx+PFjuFwu/PLLL4z+hsTlcrFGhRSwAaCh671Kcq0AZq/XC4/Hg6WlpQIgoBzwSx12FUVhylEQPnFqKoqCmZkZzaTVR7D4n3qhEg3gbDEQ8EFAbj6fRzweh8/nw8zMDKNd0C/E8xoVFouFldXRRpPL5dDU1IRkMond3V0WDczn8/D7/QgGg0ilUkilUgxwLUeHQZsaUSoYKSkeANALccypqorDw8ML887IsoxAIACv14t8Po+lpSXDCJdeKOAgyzIODw9ZkyICmHkwiM7ndrs14PPvBTQXU3rnua4sywzU2dzcxPr6Onv3/PVisRgrYc9ms7DZbFBVFevr6wXnK6YUy92D/ljg0+bt8XgQj8dxcnKCpaWlgkZqqqqygMLJyQk8Hg9qamowMTFR8TP5nPK1A8yKoiAajeLjx48AzgJ2jY2NyGazmJ2dNbVh6isrKOgHaCkx7HY76urqkMlkDDsN86IPXHg8Huzs7DCqHL5phpETTFRJALC0tFRxNgb9bmQA+3w+2Gw2rK+vo7OzE+Pj40wvlsoettlsiEQiOD09LQgQAdCAi3pRVRWiKGrofwgAsVqtODw8ZPqQ9B0fML0soED/XvL5POP2dbvdrJM6UZY4HA6cnp5qAOZYLMbAaFVVWbmyUYDuSxUjUCMQCLDAbT6fxw8//IDDw0M8e/ZM810COcihKEdTcBnPTFEU1NXV4fT0FIuLizg6OoLVatXohqskXzOYIYoi2tvbIYoiJicnC8r4S71rPa0aL1arFd3d3XA4HBgaGiqovDNyLPUAJgX3KANOP+58Ps/KTiORCF68eMFofYoBfpWK1WplpcYElvJUD+SE0/lra2vR0dGB+fl5zM7OsvWkp8PgbWWeho/WIj92Gr+Rj0Hn1gsBzUSzYZSRZdbG0n+uf4culwvffPMNy35/8eIFjo+PC6ijeKHsOv01Poed/HtIuXGrqoqbN2/i5OQEb9++RSaTKUr3YrFYND1efg+AV1VVPHz4EIqi4Ndff2Ul5uQLXzX5mnWyxWKB3+9nzSIdDgf6+/txcnLC1lY5oeQa0ss8vRmvq10uF+7fv49UKoWxsbGKKr2sVivTwZIkMXC5GJjrdDrR09MDABgeHi5ZtawHGvmqOX3jQKN75xP+gOJNY10uF3p6enB8fIzx8XENFkP+JfnyZhMorFYra/xN9uZlUGfabDbcvn0bvb29WF1dxeDgoIZzuBTeBMB0Eog+sERYDp3D6DqV6G2j/c1IKn1e+uPtdjvu3LmDlpYWjI+PG/J7UxIOBYv5ACl/r5RMU84+Mgqe8p/zSUTAJx7pH374AZlMBv/zP/+DjY0NzTu12+1wu93Y2dlBJpNhdtFV42G+dgDzzs5ORZOUGoVRRo8eMGxpacHGxgaWlpYKGvnxwhuc+sYOfIkGfz2aTG63G/X19Uin0wys4B32i2Zi8KTvvNGbz+dx48YNfPz4Eel0Gm63G0dHRyzbc3l5mRGj67PnjIBlAOy4cDiM7e1twwXR2NiIjx8/GhpRFG2lsRDf3UUVtcViQSAQQDAYZNxWlLVTDMQnkPn09BQOhwOqqiKdTms2Dso2BwoB5s8tPNhM92EEQJ9HCBhUVRWJRAJbW1uG74veuyiKCAQCLFOcPgsGg+fqDqwXozVA9B7xeBzb29ssy56cMjKG6Fl0dnZiZGTkSjkyXzvAzBs6Ho8HjY2NWFtb03TWLSfEhZzP5zWAJ4kgCKiqqkJ1dTWWlpY0nJflhEBUr9fLSu2Oj49ZQykj8fv9CIVC2NjYYA6BmevQT97gMPpuNBpluq+lpQWvX7+G3W5nDV6BQoO6qqoKbrcb6+vrRQ1bl8sFQRAMdZTH48Hp6ammGoOy4ogrUu/AkBjRIV1EeEOfL73nq1J2dnawu7vL5hcPMNfU1DAQmgDmq1r2e1nCzytyFlpbWxEMBjEwMKB5ZxQ4Jnskn88X8L5+LiC+rq6OgRebm5sIh8PMtrpK8jWDGZQ4wesT+rzUO1cUhekDPSVGIBDA3bt3sbCwgPfv31eUiUk/KQOWsoV5cJaaVXk8Hjx48ADr6+uszPoybWWHw8GylnlaD+qVQg476cfe3l5IkoSRkRG2RwFacJnPbqN7EQRB05y0nFRyP6IoskpFI6C53LMyAmgoc5H/jPylvr4+3L59G1NTU3j27BnjiqwkYEX667IClb+nmA3KEKBht9uRTqcNqyllWWZB098LaI7FYujp6cHm5iZGRkZKBgn+SPmadTKJKIoIhULo7+/H+/fvGSe+mf1YbxPqex8JgoC6ujrcunULY2NjWF5eZrYegdDlriEIAtsH+GZ+eruPAv2UUTo/P29K15EeIJsSQNHGk3zyBwHcpRpVWiwWtLS0IB6P482bN6y6ptgYzFT+WSwWeDweOBwObG9v4+TkhFEx0DO6DEo5q9WKjo4OPHjwAKlUCr/99ltZH0oQBE3iiBG1XjmqVX2A0+x9mEkY02No5Y432sOKHauqKu7du4eamho8f/4cHz58KGgyC4AF9SiBRr9vF0vIKRYIpnOXmlckkiShtbUVjx8/xuzsLH777TfW042STr1eLwBgZ2eH2V5XSa4NwEylRpWUWxMARRNIFEVmXEajUYRCIczPz2t43ei7+udHpSG8MUcTlI8Gu1wuDdBbXV2NUCiEjx8/shLry3L0yLA5OTlhXMH6aOXt27cxOTmJk5MTRKNReL1eJBIJBpzojc1iUUZ96Uo0GsXGxoZhJLypqQlzc3MlG5nQ+6GSH97puMizIe7XUCgEAFhbWzMVqbRarXC73chms5ogBh+QILqMYvI5s+dKRdFKzdty57TZbKiurobNZsPq6mrRRnkWiwUNDQ2YmZlhYxAEAZFIBGtra5/VaZBlGTU1NQiHw1hZWcHq6qqmAQTNp97eXoyNjV2p7IyvHWAmAKu6uhrBYBDT09MVN8BzOBxIp9Oa7rokkiShrq4Osixjfn6ebcCkP8o1TKLj7HY7RFHE5uZm0TJRWZZRXV0NWZZZMMPsPQCfgD8CKYg/U2/A1NfXY2tri4GlExMTBWuX/u90OhEOh5HJZFgzwGLi9XpxcnJiWMFB/NKHh4ewWq1s3+BpkcoJZeXRXnCRNV/K+JRlGX6/X8NZRlmMxFm4sbGB4+NjOJ1OFqQsNuarBm6eR4wch9raWty4cQODg4MseACcveu9vT0W5KYKrnIZ8pchZE/4fD4EAgEAwNzc3JXSycDXD2ZUYhcQmHp6elpQwQec2XMtLS0YHh5mFUxGThd9bjQWvsEdHUP6noDdGzduoKGhAUNDQ0gkEoZUc+edu5S1fHR0hIODgwJOWqJ7ISe1sbER7e3tmJycxPz8vCaQTbqP9D1/PwT66u2TYs/HSO/z4EcpQJ0SJHgeaz1AXEqKBfX138/nz2iruru70dfXh+XlZfz222+mg69mrnvVxcyYqeEUzeeTkxOWgKN/z1arFQ6HA8fHxxXtwecR8uHq/4+feX5+HhMTE6arsn4v+Zp1MoGq7e3tjKc1mUyW/R4fhCe9QFSfejqx3t5eOJ1OPHv2jNmApCOoKkVvu/GBMbpWuUxhyrqlShazHML8dQhToMCe2+0uoAjh752vDDBag4FAAN3d3djc3NTM7WLBLjNgvtPphM/nYxSj+oCcz+eDw+FAJpPB7u5uQUDxPPuVJElobm7Gt99+i2w2i4GBgbL0HrS30jPmqeP4favcXsInxpgRMzqRf++lRG9D8OcudR2fz4f79+/D7/fj2bNnRRvJ0x4JFAYuijWT5JNKy42Z7pG/X7qGzWbD3bt30d3djefPn2NkZERDjasoCusvRdnWV0WuDcDMG6hmjqVMCT4bTpZlWK1W1NbWIp/P4+PHj4YGtdGzq6qqwtbWFpuUpCDtdjuLSgBn2UM7OzuQZRn19fXIZDKfJWtZURQ2huPjY7S1tTFHjo/QdHR04MOHDxqOWj7rWO+I8MJ3ZtWPs7a2FqurqwWAB4Emy8vL7Fnp+ZqpTJ2yUa1WKwOqaBOkhXfekgFBEOB2uxEOhyGKItbX17G9vV22rJ42b3LGia/59PRUk2mpFyNw7HOKkWNCcp45paoqIpEIJEnC6upqQZYk8Qvx2aP5/FlDx2QyqVGKpZotXkQcDgfi8ThUVcXCwgI2NjY011VVlUUBr0qpydcOMBNthSiKmJ6eNvXe+caqRO1D/+ffp8vlQl1dHVKpFFZXVwsqRxwOh2H2qsPh0GRA2+122Gw2yLLM5ox+jXg8HsYdr59XpYSMCt44o3OHw2EcHBwUBKXa29uxsLAAp9OJ4+NjBsjza1qWZQSDQdhsNiQSCVO0P4FAAIeHhwW81GQM7+3tsQqbdDqNXC7HniGgLVksxoVHehr4BM5cJlDAPwNJkuD3++H3+3FwcID19XVkMhlEIhFGFUEdo430OmUK6LmavxZxuVzo7OzE4uIiTk5OmMNKgVJ+HtB75/e2z/08JElCNBqFLMtYXV299Ka/F5GvGcwg4QHgYu+akhSM6M5sNhvu3LmDXC6H0dFRDV+yEbgMfHKY+NJT/RjIVgLO9KXL5cKDBw+wv7/PuBV5oOMia5d4Q3m7gHcw6bxUQqsoCh48eIBsNovh4WEcHBwY6nY91zI1pjVq5laMhkkP4FitVthsNlZRQsfIsgybzaZpFqcX8m0ooKnPijQDAhRzmPlzUKbd/fv3kUgkMDAwUEBhYkb4PbPU/LxqUs5vs9ls+Mu//EuWLczTMRo9Xwp+E6/t534OBERGIhE8ffrUFMj5e8nXrJOtVivu378PURTx/PlzU3shj3nQeqFKD97PDAQC6O/vx8LCAt69e1dgt/EAo8ViYdV7lHRBup/n6earsnmJRCLo7u7G3NwcpqenTWXC8zYyXwldDoylRq/RaJRVW+tFURR0dnbC4/FgbGysoj4pepEkCU6nE9lsFn6/H6enp1hfXy/p0xA4TpRLVNXNJ5qcR0RRRDwex6NHj2C1WvH06VN8+PDBEP/igVCPxwNFUbC7u4tMJgNJkhh3P5/hbBTwIoyG3pFZvVxOJxYDmYuBx2aC1vrzV1VV4eHDh5BlGYODgwx/IqHKWEEQGOZHez5vCxB2WCq5qBxYrhe6T4/Hgx9++AGRSAT/+7//W7B+7HY7qqqqsLGxcWVs5WsDMJsRUsA8RQXPuUyN/FZXV5FIJEwDvtRoZ3l5WaN8AbAIF3EIRaNRAGDcgxTlNwIDz2NMkENAWb+kyDo6OjA5OamJxlA0LJ/PI5lMsoZpRs+N/53fDIoZtHV1dVhcXNQoUKfTifr6enz48AHHx8csu4JAY4pIUvSezxQmcJfPOg8EAprO5+cRQRBYFqDdbkcymcTW1lZZIJg2ciqXpPEVK3vkQXP99T8HAKMHlEtdx+wYBEGAy+VCNBpFPp/HysoKA7bo3gEtnxOfLUfi9/uxs7PzWcrwKHDQ0NCAfD6Pubm5AgCPuI2ugnztAHNNTQ2qqqowMzNjiu5GED5lLAPaZk8klKXq9/uxsLBgSPlADUjS6bSmhE8Uz/i7eV0XCATYGtDTa0iShOrqatjtdiwuLppuHGtkNOn1Qn19PRKJREFDFAr6GTWgEISzJhV+v5/x4+sNcdL5egkGg9jb2yvI8qYAX01NDY6Pj1kmNBk929vbGr1PhhatcX4d+/1+VuXAlznypWcXFX32AlWlhMNh7O/vM0P+8PBQQ91hdB5+runP/aUK/46o5DYQCGBjYwPJZJLxJ/J60eFwQBDO+D/JRiKg+XOL3W5HTU0N1tfXvzi9/CXqZLfbjdbWViQSCdboxsgGJT5f0tu8nRCNRtHd3Y0PHz4UZFCVW0N2u52dj2wiWp/k8NK8a2pqYtRWy8vLzObi7cLzrlVFUaCqKsskzefzrLkWfx1aSy0tLWhoaMDExARWVlY098wnbdD/9f5GMafYKPgfDAbx7bffIhKJYHh4GBMTE8zuPTk5YbqVxijLMgOEqHeJGaD5sho56YV8i3v37iGZTGJ0dBTr6+umqVN4KcepelWlGGhMDalu3bqFiYkJTcYaYAzkUxNeCoJ87v3J4/Hg1q1bmJ6evrCPdVnyNetkyoZdWVmpqGKM16NEX8YH6tra2tDQ0IAXL14U9MehcwCFa4todijwRpUbPKUWL8SLHwgE8PLlS0OqUv2+oMcSjOxJOs4o+OZ0OmG32xlYqv97PB5niXUzMzMFexQF64zGqdfPbrcbDoeD2duyLOPg4ECD9ZQSURShqiq8Xi9OT09xdHSE/f39gutXup+RL/Ttt9+yLN1i1Qd0bkmS4PF4kMvlsLu7C6vVCuATLzzNhXLjqEQvmwWZzZzHCM/Q43RG1xIEAdXV1fjmm2+QzWbx9OlTrK+va3wsopYhW8CoQSbRsJTDyvjP+CC6Hp/Rj7+6uho//fQTTk9P8fPPP2sqwCkh86onyF07gJnoL7LZLFtIlI2azWYRi8Xg9/sxPT1dUNJRbtE7HA54PB7GNaunitjd3WVRq87OTmQyGczPz5c1FCpRNmS4UHSFDE+a3O3t7ZpuxoqiIBaLIZ/PswynYuflf+d56Hw+Hw4PDw2jKTzALEkSYrEYJEmC2+3G27dv2fOgjSWbzbIyBUmS4HK5GE+kXojDLhAIIJVKlSyDr0QcDgcikQgcDgc2NjawsbFR1MGuqanB2tqaJqpLP3lAg8ZPm3WxyNNlA836c5aKBJ5nU3O73YhEIjg5OcHa2hpriKO/vtPpZGAGPSuv13spDRzLjZH4mff397G4uKh59lfFWfnaAWZqXuNwOCBJEjKZjCH/IA/IUmdq4tfl16CiKGhoaMDx8XFRvUXGNlWn6DM03G43A5IFQWB0PnqjzOVyoaamBnt7ewUZ0qWE7qUUuAkAbW1tmJmZYfenKAori9VnJNNziUajyGazhk38ADBH1Aioi0QirDEnZb1Rs658/qxxk9/vh9PpxNbWFra2tli2A58dw+s8vtFfLpczbBB02UCzXl/Rc/b7/XA4HAxooaoU2l+MzqMHmI3O/6UK3QdRlxAFVjKZRDqdxt7eHnunFJDhs+V5++hzc3JShcz09PRnvY5Z+ZrBDKKUamtrg8PhwOLiImZmZtgeTdUf2Wy2gOteFEXcuHEDsVgMz549KwASyq0dmlekDwjcpsQCctglSUJ/fz9EUcTQ0BCrRLkMYJmcfUmScHh4qOF7zuVyzA6lzzweD+7du4f9/X28evWqwG7h7Wy9I8hXA+gDY/Q7n8FMvM5OpxOjo6OwWq14+PAhampqMDIyoik55ymXSGi/JSe0GL0Cn7FFjZorfY9mwAK73Y6Ojg50dnZCFEU8ffoUHz9+PBdI+iUG/4qNmdbY3bt3UVtbi6GhIczNzbGqSCPubKKqITvqc1NYGPW7+CPla9bJZkXv01FwCdA2jnQ6nejv78fR0RGGh4cNqVh4Cp9iAXj+WNoT9GBuMBhk1DgTExOmbQW6Pq2RYlVxPE0B8MlWKBaQLtfEj343AzDb7XaGcxgl4FHlYyaTMVU9Lwhn/Q8osSObzSKdTp+7Yoz3bShLNxqN4tWrVxgfHze8P0rg297e1nxONiBVvZcCmo3mkZlqRd7PMwpq83tjMdC51L5j9Dc9BkL0cQ8ePMDe3h4GBwc1iTrk69DeSPs4nYvX6ZUA5vz4ygU1KKD9ww8/YGVlhTVhLXX/f4T8f4AZnzK1iM+HlC3xYdX/H1XFwsJCgZIwY8iGQiFWwqTPtIvH41hZWYHNZkM8HsfW1hbW1taKlqmcRygr4eTkBD6fD5ubmxrl4HA4UFdXh3fv3kEQBIRCIXi9XqyurhbNGNIbw3yTDzp3JBLB9va2YfQwFothaWkJPp+PlSwnEgl0dHRgamrKUBmTs0sgEFGOFBNJkphTQgbZZQCHNpsN4XAYqqpie3vbsAyGKFaMhI+C8c0dyaExks8JauiBZH2U77zXFkURPp8PNTU1OD09xdu3bzUOFkXXPR4PgE+NuBwOBwBoskF5upVK76uUUAZqNBrF+vo6lpeXDZur/FHytQPMvMiyDKfTyd4/T2NAhhA5vWRs8pu+z+dDLBbD6uoq67qrFwJBgE9BH35OWa1WOJ1ObG5uFi3/tlgsrMHlSQvSeAAAIABJREFU8vJySV51I9EbXKqqMiCDH2dnZycmJiYAnBnN+Xwe6XS6wAixWCwIhUJwuVxIJBIlu1MTcKI3HgGw5ndkPPHPnBob5nI5KIqCqqoqeDweZDIZRl9AdEBGGSYU6c8bZLfwx+nLKy9zHVJAIp8/46aORCIQRRE7OztYX183BJl5Dn29UIbQlyh6Z0qSJJYdSkB8Op1mVVeUAcmXkNLnlI3+OYFmSZLQ1tbGMjX/aLkOYIYgnFUkNTY2oqGhAQcHB5iensbu7i5SqVTBeiHQYnd3F+Pj4+fizSZbgBrB8QAHObd+vx+9vb2aMutKwM9SYrPZGEUSNWLi9S0FW7LZLAPT6+rq8OrVq4KqRhIeIKY1Q84pn+hhJLyT3tjYiFu3bmFqagpTU1Ma8Njj8aC/vx8dHR1YWFjAwMAAa6hsdG4CIwkgLAboUiCWAknlMrMqTUQg3uHDw0PU1NTg0aNHcDgcePLkCatkrPRdfokZzcUSPCwWC1wuF7q6uhAOh/Hs2TMsLS0xf4HnaSYRRRF2u50lrFwGf73RmqKkpavSWOo66ORSwidcEDAry7Km0kgQzigoe3p68PbtW8zNzRnqCD4gRj63PphA9o/NZmOVbPxclCQJHR0dqKmpwcuXLzWc6zxIWAxso5+UnEBJD3p7m8YhSRKjaVxZWSnwyalpWl1dHcbHxytqJK4fG1E+iqKIra2tkmuMv0fyXcyIoijw+XywWq0s4K8PKp1nr/N6vXjw4AHq6+vx+vVrvHr1qqLKS6osJ0on2n+LjUX/jo32SL3+0x9fbCz6a543yGg0HlEU0dzcjP7+frx8+RIfPnxgCSqHh4dsHjocDoYv8d/lfVOicTTDsc3fV7n7UBQFd+7cQV9fH0ZHR/HixYsro4+B/w8wayYk8RKTEq2pqUEwGMTy8nIBYGFmIpOBcOfOHYyOjsLn8zEjFDgDM0KhEON5+/jxo+kmhGaEsrLJmM3n82hubsaHDx80JY1utxs+nw/JZBKxWAyZTAYrKytFs3P5eyfggAd76P6orFWv6EVRRDgchsvlwunpKWuIJQgCurq68ObNm5Klt9SZtVhDOboG0WuQkUyOASnFUiCwGVEUBcFgkDVI3NjYMFzcxRQJn7kHnAFsRgAzRTX5TeAyAefzKPdKxOFwoK+vDzMzM9jd3S3ofu12u+H1erG0tKRxwvhnabfbAaDibAmzz8lms6G+vh5+vx8TExOGANwfIdcJYCZRFAVutxsHBwdwOp2w2WyME8tms+H4+LigkV8sFoPD4cDc3FzJOaIvUe7o6MD09DQzjF0uF0RRxO7uLtMf/Hftdjtqa2txcHBQUkeWEj0wWVtbi7W1NY0uslgsaG9vx/T0NOsqzxswJKqqIhqN4uDggFUKlBKfz4eTk5OCfUYURVZ1QQY9AeFEkcGPm4Jifr8fgUAAx8fH2NraKkltQ/vc/v4+A5GNSi/5TILPATTznHNOpxPV1dWwWq1YX18vcBbImDQSu91umAFy1YUvnyfHjJ4xrQu73Y7vvvsOQ0NDOD4+xsHBAVwuF3Z2dpiTZLFYoKoqdnZ2WBY0ULyr+0Wlvr4eCwsLVwI4um5gBvGw19fXQ5IkzMzM4OjoiNG7xeNxdHR04PXr1wVl3Gb2YHLCfD4fcrkctra2CuxJRVHQ3t6OqqoqDA0NFTRfvkgGK81lCqwdHx+zhAZe/5B94vP5cOfOHSQSCbx9+9bQjtQ7wMQJqqeeoHPS7/rxV1VV4e7du8hkMhgaGmKOLYHfFKzP5/Ow2+24desWHjx4gFQqhV9//RWLi4ushN1ojLSvCYJQFJAkG5p0Mg90mHne+oCW3pei+xcEAeFwGN9//z2CwSAGBwfx+vXrc/EL88D+lyh6383j8aCpqQk2mw2zs7NIJpMau1jPWU7Z6oIgFNjclyV8Nv8fLddNJ1MChFFfH6PSfVmW0dPTA6/Xi2fPnrGMx1LZlPya5eke6P8OhwOyLGt8cUr26Ovrw+bmJgs2FgOxSXh/mK7Nj7/YPkLB71AohI2NDUPfLRgM4s6dO1hfX8fr16/LZveX8tllWS6oJDS795A9DUBT7VdKZFmGx+NhgU/a94iepNR4S4mqqrh79y5L6nvx4oUhnWCpcRElqZEdzCfAAJ8SeUrtdUZS6tkazSk+YFIM0zA6p35PIvoqq9WKn376CaIoYnBw0DABlO+rZmSfnifoya+Pcs/K5XLhhx9+QF1dHf7rv/7rylf6XRuAmWgxTk9P0djYiGQyif39fdTV1UFVVczMzJzLiaToPAD89NNP+OWXX+D1ejV8VcFgEHV1dUgmk4yz7TI2anIQKXOXHElZltHY2IjJyUmNcej1ehGJRJDPn/HmUvaI0Xn5jAqe18nIoYjH41heXtYoUcoY9Xq9WFhYKOBR7urqwvj4eNmFyD9fo0UtSRIcDodGYQqCllOUms5dlEdSlmVUVVXB7/cjnU4jmUwWNYiNNgICVYpxNAvCGZWEUfDhMoFm/pxAZdnLpY6j5+7xeFBdXY2NjQ0kEgnmyLjdbty5cwe//PILU6p0v7xxZBS9rvS+So3RZrOhtrYWp6enmJmZ+aKMZuDr0ct+v59R61RVVSEUCmFxcZGV7xN9Tj5/lv1bX1+PnZ0dxsFZTPh5TeDB48ePMTg4yAJcwWAQ6XS6IGtVkiSEQiG43e6SlR10HSPDhq6tl+bm5gKeUofDgfr6erx//94wQ0+WZcYLTzq72Bh4ofvTVwcoioJ8Pq/5nPQr6Xgav95Yo4BfKBRijU12dnYM9RgFBqlZTD6f1+hv6oZM75gHHy5zf6Sx0//tdjvLSt/Y2GCB0VI6w+l0Mv7ZL0H4YKYeMDPi8n78+DFGR0fhdrsZSLG1taXJVHe73RqHjhww4kq8TB36Ofa688p1AzMArT5QVRWNjY3Y3NxEVVUVXC4XXr58WTF9HACWPU+NowiMoOBePp9HdXU1enp6MD8/j8nJScPm0HRspUJNXHk6IKJk4wNcFOC8ffs23G43RkZGilbR8UEssn/y+XxBBhpvT+v1iKIo6OnpQTQaxcuXLzXAvR681tNhyLKM5uZmfPfddwCAX3/9FdPT0yy7kRc+qG+z2QCgaENAcrhJB1BWltnnXuo98c9MFEUEg0F8//33qK2txfPnz/Hq1StNBY9ZoWf1Jehp3qcy+hv5Nd3d3ZBlGePj49jc3GSNMSkTnX9GkiTBbrcjn88XVEqdd4w+nw8NDQ1YW1sraIj1R8l108m0L1OQ+ODgQBMY0/e+uHfvHlZWVvD27duCYAT9zn/G+3/6ZCyi3QBQ8Hlrayvi8ThGRkYM+bl54Ix+JzuP/p2cnBgmpunXMFU9KoqCjY2NgipARVHQ1dUFr9eL4eFh1lCUhA/O6ceot7kVRYHH40E6ndbsc3p/mcYKoOhas1gsrFLz6OjIFJ0NUYNSQ8D9/X0WOLrI+nM4HOjp6UF3dzcWFhYwODioyTY3My5eb+nvuVRgUR/IMBIzPpQR0FzuO8WuRffD91kgSore3l7MzMxgdHS0oAk2VTUBnyqueR/iogFPo8Q//foNBAKw2+0sWe+PlmsNMCuKgqamJlaG3N3djenpaQQCAeRyuYoI9Xnhu7fa7XY8evQIL1++hN1uZyWn0WgUwWAQc3NzhtwpF3Gm7HY7PB4PywKhSa2qKkKhEAPPBOGMY7K2thbZbBazs7OGC0CvQIlXM5vNQlEUWK3WgsiXIAiIx+NYWFhg3/P5fIhGo9jZ2THMthMEATdu3MDMzAxTuGYignqeT+BTR22jiBxtZqqqsozmy8i6kiQJfr8ffr8fJycnSCQSFRnEfASXzwgHSpdqX8S5KiVGCs3omFLX5aOVwBnARRvl7u4uNjY2IAgCfvzxR/z3f/+3xsHgm63R++Lf52UQ2lP2jsfjgSAIhhnWf6RcN4DZYrHgwYMHGBwcZEE/4mTOZrPs/VssFgSDQYRCISwsLJjOOKf5SgbAo0ePMDo6inQ6zUBP/Zp1OByIx+M4PDzEysqKKT56o8+MdKsoimhtbcXk5CQ7ngc89GteFM8a1oVCIaRSKU0TCv4YPfBHEolEkEqlNJUdBOboQUYCgPUVKvpnSb+L4lljlVAoBKvVyhrDkp6nsRPNAhmYfEPAYrxuPK2Q0VhKSSV7qd1uR3V1NVwuFzY3N5FMJouWadvt9oKyN/6aRvfxR4gejAK047Lb7YxXj5d79+7hw4cPSKVSmka3tD9bLBY4nc4C7kF6LlRGeVUy3C5TrhuYAUADuJLu6OzsxOHhIaampioO1FOgDAADlR0OB46OjhCJRFjzmps3b6Kurg6Dg4OskpDXOxcBD+mapHvo3LlcjtHK0bUikQiampqwvr6u4cbnRW/v8BRtPLhbCtAQBAF1dXXo6enB3Nwc3r17p7FxSNfSeAlc5kEhfjxEPeF2u/H8+XO8efOGBVRpLPx3iGuTMuSK0WdYrVYGbOr7upRKTigFLPDgE43N7/fjhx9+QFNTE4aHh/HixQvs7e2dC2imc1414d9hqblMpdYUDO/t7UUmk8GzZ88YPzMAQ25tq9UKu93OuNMrXTMWiwXhcBgtLS2QJAnT09Ml7aHfW66TTiYdsbOzg1QqxTLVGxsbsbq6ynqIiKKIlpYWtLa24uXLlyUbMvLrg6cwpMAa9Stxu904PT0tSPbxeDy4e/cudnd3MTY2VtQv0wPM+s+KZfbyXMsEplHlq15HieIZj+7t27cxMzODqakpw3M6nU4WWOSF9CvZnW63G5IkIZVKFQWDKYGCdCZJKX1DVQaka81QAvFBPqfTib29vUsJHCmKgs7OTvT19WFrawsDAwOaivtyQvsGJYjoeYmLnYcPjpq5Vqlz6ecVL+VAbOr9wPshehpGVVXR1taG5uZmTE9Ps72UaBxJqN8Z70vqx01B2s/ly1wFudYAcygUQlVVFSYmJiAIAtra2pDP55FIJM5VIk/KiBrR5XI5BAIBtLW1YWNjAwcHB0gkEmhpacH+/j6Wl5fPxelcTmw2GyKRiCYrOp/PIxgMwmazYWFhAZIkoaamhvFxHhwcFKVn4EE/2nhIebjdblgsFsafy3+vpqYGy8vLLDMUQEEzNb1EIhF4vV7s7u5ia2vLMKO3mPA8n8S/XKzkgxQQcUuRE8DzNJ/3XVCEPxgMIpvNYmNjo6Ccs9T59SB+Pp8vCTBflOqjnJRyGIrdA5+Nwgu9W8pQIS7t+/fv4z//8z9ZKWc+n0dXVxdev37N5q/D4SjIsHQ6nRWV9ZBIkgRVVVmQgToNX7Usl+sGMLtcLty7dw8///wzBEHAnTt3MDk5qTGgbDYb6urqkMvlsLCwYLqZDd+YgQIL3d3dmJ2dhd1ux8LCgsbQFMWzRpDBYBArKyuGTTzKgcokxSLXsiyjqakJk5OTkGUZLpcLmUyGRcN5o8Vms6Gmpgb5/FmlSTGuLUmSEAgEWFNZXqqrq5FMJlk2lJ5uhBcqgQyFQixYVkz47BJ6tn6/nwWS1tfXcXJyogGY9d8n57hUgycaNxl+n2u92u12hMNhRn+0trZWMC5FUYry+huV1//eYjZDxGazQRTFAh6+9vZ27O3tsaB4Pp9Hf38/dnZ2sLe3x3jKCaziK1JIJxOvM88D+TXIdQIzgLO9lmirBOGsk3lDQwOmpqawvr6uOdaM3UR2F08XQTbb8fExy87r7e3F5uYm3rx5Y9jUzAhUBSrLWDIK7NPnxDl/584dWK1WzM3NYXV11bBhMX/f9LyIToI/rpTO8nq9uHfvHk5PT/Hy5cuCJol03+UqdfQAPHAW3P/mm2/Q1NSEN2/eaJow6oFxugejHgR6kWUZiqIAADtWDzTzwo9N/5nRvfDP5tGjR4yK5cmTJ4aVMuXkKlFnVAqukF/Jz7NIJIJYLAZZljE2NoZsNsv8NKqk5N+FoigMMDSTnGG1WlFbW4vGxkYcHBzgw4cP2NjY+GJt5a9BJ0uSBKfTySirvF4vbDYbtre3mX/tcDjQ39+PbDaLoaGhovaiXl8T2EbgF+kyAKxfCG8LiuIZV21raytGRkZMcxuTbtKDy3R9fry8PiY7+PDwkPXO4K/ncrlw584dCIKgoRQyc+/8tU5PT+F0Olk1bakEL5/Ph66uLsRiMQQCAYyOjmJsbAy7u7umgF9R/MSJT/26zCTXUXKUJEnY3d1FOp2+cEazJElobm7Gw4cPcXR0hIGBAUazZPb7VLGjp4PSC5+MWYkuLBfE5I8rJeRPUIILnauYb0Hns9lsuHXrFurr6zExMYHZ2Vm27ni8jI4v9gzOgzFd5UCpXq41wNze3o5UKoVEIoGamhp4vV4NH2clQpOUlB05nxTtzeVy2N3dhaqqJUuILzppKAuvsbERMzMzGoA5Ho+z7Mzq6mqsr69jc3OTjVs/FuBT9IlvssaP0efzIZvNGhLvBwIBWK1W+Hw+rK6uajpxFhMygILBIANbEomEhmeq3HPiI3xGmQ50b1arlb1rcngsFgsDmo2I2SsR4hyNRCIQBAHJZJK9dzPvmefKJIPQ6HtOp7OAh+tzRLr0jgv9zhu9PHBPGwdJPn/GI3d4eMhAQUVR4HQ68e233+LFixdYX19n5/27v/s7/Pzzz0xx66PNFDGuJBhkxGd1lZr66eW6Acx1dXXMQPP7/VAUhRms9L6JVogy3MyIIHxq5ErgbTgcRigUwsrKCnZ2djRAtc1mQywWYxzxpbIW9L/rHWceeNXrEqfTiWg0ipWVFaavcrmcZk0R0O33+xlPcKn7Jg5rI+CHAGZBEAruiV/T1B/AZrMhkUgUpU0y+q7+PFVVVfB6vchkMtjZ2WHj1+soPupPDrIR1xkFcYtVe1ymKIqCSCQCn8+H3d1drK2tMT3MA916sdlsjOv/9xYq8TOas7Sn8VKMfsjlckEQBBYQPD09RVNTE1RVxeLiInw+H46PjxnYQP+oQSA5iwCYvr1qoMR55TqBGQBY8Ofk5ASNjY2IRqMYHh7WJAuYdXwooK8P2PDN5GKxGFpbW/HmzZsCPa+/jl7fmgGbKYifz+cZEMxnLQFnuiYWi+HmzZuYnJxkdG9Gpdv8tflnxQfMSz0fWZZx+/ZtxONxvHr1CktLS0WrOfTPwcwx/E+n04ne3l7cuXMHi4uLePLkCVZXVw2fMT0Pm83GQJ9iyQzUsI/2FqPjir2Lcn/nP3e73fjmm2/Q09ODyclJDAwMaKo1zYge1PrcYgTi8VnoFxGab9XV1bh58ybW1tbw7t071meGbGb+PokSpZTt63Q60dTUxJr/UoPPL91W/hp0MgWFj46OUFtbi0wmw7KTBeGMx7yvrw+Tk5MV0f3RuuD3blmWEQwGUVVVhampKQ3wq6oq+vr6yoLYpa5lhgKN9HUgEIDL5cLKykpBQJxoDFpbWzE+Po6PHz+aBir1YyIKC1EUiwaxBOGMVrGrqws+nw8jIyNIJpMsSNje3o6FhQU8ffoUiUTClJ7h9w8K2puxIal/gaIojDpDURTDxDazYrFYUFdXh++++w6SJOHJkyeMZsmMENB8enqq0TOl9nL6zExiRCVAq94moOesqipyuRzDxWgOFrPf9ddUVRXt7e1wOp1YW1vD7Owsez58kIbAZuJMJ6FgJ/38WuxjkmsNMHd3d2NmZgYOhwMulwvz8/PnKvMjMJmfjOTI9fb2YnV1FcFgEPv7+1hcXCyIuF0GGMgbLER7Qc386NzRaBQejwfZbJY11it2Lj5CTovK6NlUVVUhnU4XZCX7/X7E43FsbW1hdXX1XGWyPOUEcXuaiQharVaWGWvE00yL2ev1FmRe85l0lIlVKqPOjAjCWWlFOByGzWZDMpnE1tZWRXNNlmWmgPRKSFXVolQclwk08+AxRfwowk3Pmd4zbS4EfNM4KGOYn3uSJKGpqYlFMalZ2HfffYfXr1+zci/gLIuFz7ygpmF81NAocEOgm81mw/7+PuvIe9XlugHM/f39WFtbYxUVNH+Iu93tdmN+ft50M1TesaaAEhkwdXV1jKaFPz4QCCAcDmNtba0smMt/j/9HfGS8kcSX+JFUVVXB6XRieXnZMMjncDgQjUZxcnJiuhzV6XTCarVqdBvpNcpyKSYWi4Xp3FQqda5MJSOdI8sy2wutVqthVQdlcBCgSTqFr5ihMjZa//Ss9Zxp5x1nMbFarQiHwwgEAtjb28Pa2lrJzD5FUf6QrF16Fi6Xi1HL8OJyuQqAZL5ZH/8ZUVzIsszWYTAYREtLC54+fQpJkuD1ehEOh5FOp7GwsMAcs4ODA81cdblcmkZUX7pcJzADOJv/sizjxo0b2N/fL3A0zawlqmwg7l79dynIf//+fezu7uL169cFWctmwOViALPeriXwV0+FQbZhd3c3Tk5OMDIyYpi9xjvCwJluoqoQI7CkmDMdj8fR19eH+fl5vH379lxd4Plgm5HoE0aE/8sSbG9vx927dyEIAv785z+zpBT+/uh7PEdzqXJuysazWCwMaNYfdxk2qdPpRH9/P/r7+zE3N4fffvsNGxsbFdl1vH3wOZx7ohC02WxwOBysEua8YrPZWGXJ3Nwcs78pMEMVUW1tbRgZGcHq6irjOKfKKH7OGs1Rj8eDtrY2+P1+LCwssMbJVxVYJrlOOploKmKxGLa2tlhijiRJ6OzsRHV1NZ49e1bg35YS/Vogv6m+vl7Tm4kAsfr6elZNQFSYlUo5vUVit9vhcDggCEIBP7AgCPD7/ejr68POzg5GR0cLsp8B47nOf076zuVy4fT0lAXJ9cfTuJubm3Hjxg18+PChgIIjn//UcPX+/fvIZDJMv5bTT9XV1Sxg5nA4WCWCGb1GCVRED3p8fFxRFTgvpCf0NEtPnz7Fu3fvTFeOUpawJEkMJyumf/Tfo2PMJheaGQsPXtPYyF4nag+jBBi6Po2J1gclxnR3d8PpdGJsbAxLS0sFlXuCcJZxzleNmp3/X6pcW4BZFEXcuHED2WwWKysrponWeaGsZaCw0Rzxq7S2tkKSJKyurmpKgy+6YGhhkPHGl+T6/X54vV7Mzc2xc1dVVSEcDpfMJObHwnNe5nI5ViqsH2skEmFUFsCZQUXlWktLSzg4OLgUygmXy4VgMAhFUbC5uam5pl6sViscDgcDUigiyZc8HhwcMBClGDBLWdCUtXLeTDl+YyLAyOFwYH19nRnEZp4NgSlkAJCSLNVsqlw5ZSX3QOABKU0yaklZUjk0AeF2u50BgaSQKfKeTqcZJYDVakV9fT3evHmDXC6HUCjEgK5UKoWZmRk2hqamJmxubrJ3qyiKZgPVz2G73c5oXPb29rC/v39l+JXNyHUCmEVRxF//9V9jYGAA6XSazXO73Y6GhgYcHh4W0FgUE5qvBCIAZ3ohk8kw4IyPGJPDHYvFIAgC43Uzcx36yc89PvBB16BGVnSvqqpCFEWWtcyLLMsIhUIsMm5EA+PxeLC3t1ewvt1uNwCw78iyzLKVjEBsWpsulwuhUAjHx8dYW1ureD8sJYIgoKqqCpubm6wXgCRJ2NzcRCqVQjabhcPhgN1u1wSUaB/iA1pGYIAZoJnXw2YyJIxElmVEIhF4PB4G+htxtvPcskbPArj8Ejeee9vv9zMebP5ZGVEtEajAN1/k7Zl4PA6bzYbV1VWcnJygp6cHT58+Zd/3er24e/cu3r59i6OjI7bn0znIUSID/muQ6wRmUDAuFothenqacbjzfy83l6m5shENFenOxsZG1NbW4v3794Zl1v+PvS/taqrbsp4nyUnf9w2NIIIiKioq+tg8z7131Lj1c6s+VI1Rt25jr4CAvSiK9F0gQAKBBJL3Q2pud05OQoKoKO8aw6FCctq91157rrnmqkcaAqicV5TDItiplUFiRQQ3nKdOnRIAncwk1l4L/QeBccph7Mcm5u8JkFosFgwODu5b4VdvjKj3DPS+rygKmpqasLOzA6fTidu3b8Pr9eLJkyd4/vw5tre3KyQZgC8VD5RwqkbA4Aac654WkK4nIVGPj7bZbLh06RKuXr2KpaUl3L17V7fHy37Gcfi18bKilFjiPp8PAESSloy2g1S22O12tLe3w+12Y2VlBd3d3bDb7bh//z5mZmbE+khjBVZHRwc+f/6Mz58/C9++tbVVoQfOnhZdXV0wm834+PEjZmZmao7no2bHxScrioJwOAyDwSAkMRi/Xbt2Devr6xgZGak70ULQS46FC4WCkOGQ9ZZJerh48SIMBgOGhoYqmMS1rhv4Mq8Zy9UaX5SAUVUVU1NTFXPTYrGgp6cH4XAYw8PDurJwTHbp9TOR/YvNZoPL5cLW1lZVAouifGGHr62tVU0+yvdLJvDNmzfh8/kwNDSE58+fV5Xu0D4TNumU/e1+ZjAYYLFYEAwGkc/nBVGuEb+jKIoAhjk+wuEw7ty5g2g0ioGBATx//rym5KlslFxSFEVUidfCweQEp4x51HPdgH4fF+16IoPYlA6iRr32szKuYLFYREPira0tcX2BQAC9vb0wmUwYHh5GKpWquE/uVb5l5eVRsWMJMCuKglgsJiQxGt1IE4woFAqi0Z3cPZMBRktLCwCIDLD2GMDBNpmylAMBYAYvANDU1IS9vT3Mz88LvaJ8Pi82iPtlZbT6vwZDqSnh7OxsxbXEYjEsLS2hWCwiEokIyYN3794dOpDHDFAgEIDb7cbm5iaWlpYayq6zC/PGxgYCgUAZmFHtnGSmKIoi2ClkDtRzj3a7XWxseJ3UNnU6nVhbW8Py8rLuwqGnryyDKWxGwwVA66i1usWNgPwcFzabDTabTRwnm82WLdp6CyJQWtj5HTprVVVht9vFpowdec+fP4+VlRXMzMyI6w6FQojFYnj16pVYxDs7O6GqKl6/fo1isSjY5tpSFIfDAZfLhWKxiPX19Z+2PPu4AMwmkwmxWAwWi6WsCWkgEEBTUxNmZmYa7mws68NyHtP/6TEgQqEQVlZWRCOp/YxrKQZvAAAgAElEQVQBi7wxZcJHVVXBOtBqelqtVthsNl2GKcG+aDQq/EI1H0Pfq/293+8XLH82YeLGUmtMpEUiEZjNZiwsLNTNDv8aoy8PBoOCPcs5rsewpr+jdEatRotkPgPQDUrJ5taCTfUaN+o+nw+RSAS5XA7z8/NlYL+eRBBNGy98rRHcAiA0rqPRKHZ2dsSzlMEwvbI/j8cjEhIcr9qESTQaBVDSyJ6cnBTfN5lM+Mtf/oJ//OMfCAQCQhdfPrfcQPNXsOMCZhiNRvT09MDpdOLZs2cNs2vJZq2VXCDQure3pwtYHJSYQB9DQoFenM9YN5/Pw+/34/Lly0ilUnj16pUucKonh6Eo5U1SqwHhvA+TyYSenh4Eg0F8+PBBt3rla01Opu2zlyvbOAeDQdy4cQMdHR14+/YtHj58iI2NjbLP8W9KYnBe19KtVFVVlEvXAjq0fkfem+w3BiwWCy5cuIBbt25hdXUV//znP8WzbSTm5TkPEi/6fD4kEgns7u5iamoKOzs7FfKJclVlrTWAoGF7ezscDgcmJiawsLAg/HM8HsetW7ewt7dXIXNCcN9gMODcuXOIRqN4/fo1pqamRPJzZ2cHRqMRsVgMHR0dyOfzeP/+vW5M8TPYcfDJqqqiq6sL6XRarMEGgwEtLS04f/48nj9/3hCbWM9P6PVaks9DyaBPnz6JeVnNRzPu1cbJHMMkyemZx+NBJBJBMpms6NvB8X/x4kVMTU3hzZs3NXuJVEtqEkj3er0oFotIp9MwGo0Cr5H9j8PhwOXLl+FyuTA0NCRwj/1MBkn9fj/6+/vR1dWFT58+4dGjR3Ufh4Qps9mMTCZTVwLBYCg13mZPg/X1dUEA4H6k1ncZx2qTg36/Hzdv3kR7eztGRkYwNDRUtcqnWvwty5FqP0/cSU6cyWtDo+O72ue1DGJFIsHRP2s17x0OB/L5vEiWMw5gTM8kBGUN2aeCz5yAPe+HFeg/o8/dz44dwGwwlLqLZrPZA5X/Go1G4RT5XZvNhu3tbeFEI5EI4vE45ubmROmKttTioExeAgYEOamxxQ0zALS1tSGVSsFqtcLj8WB+fr6qdpZ8LTLLV75ek8mEUCiE+fn5iu8yQ5ZIJJBOp5FKpUS31W9pqqrC5/PB7/fXbKRXy9xut2Cf6T0bq9Vatsmg7AMziR6PB+vr61UXNjo3j8eDTCaj+zmLxSKaSa2vrwvAXP79ft14yV6Xu7bSasln1DIuTLlcDm1tbfj8+TO2t7cFY5jPYnNzs4yZKV8b5woTMdQ8MpvNFaBvR0cHjEYjxsbGyo7hdrvh8/lQLBaRTCbhdDpx6tQpPH78uKzpG6UvCoUCEokEgBJzhPPyZ7XjAjB3dHQICRwmIpqbm2G1WnUTdLWMC77MtJcDJdnMZjOamppgMBgwPT3dEMOy2mY0HA4LOQACDwy0WWKs1UzntcTjcZhMJl2NOe25o9Gorj5pMBgU7AjOVZvNViaBAJT8fTAYhM/nE0H8t07C6K19ZrNZyHKwokgbrPI71PjkWqf13WRIbG9vV8hsyBshJqbqbXwjm1ylwUqLWCyG3d1dsdbW0k89DPkM2a+7XC5RCkmgOBwOY3d3V7Aiq2m8cVwSANH+XP6OopSaCcViMWxtbQmZEEVR8G//9m/4+9//LiqEwuEwmpubMTg4KBLgiqI0NI+Psh0HMMPtdqO7uxvLy8uiHJ9WTwzL5m8szdd+T1FKrOWenh68fPkSk5OTZZusryFhkLVMQJMJaC0YwsRHd3c3wuEwRkZGdBOM2s0t4x/tBhmoBDT4PUUpNb6+cuUK5ubmMDU1hWw2e6CG4o1YI8+Rn5V1mlOplABr5fuS3yM33pQ/q+bbWI5cLBbLgGYSDljNp61CqQdc4LWrqoru7m788ccf2Nrawt///ndMT0831GujXoCe95RIJOB0OrGxsSEY/lwfAIjGe/IxeQ49yUSv14v29nYYjUZMTExgZWWlKpO+ubkZd+7cwfr6Ou7fvy/AOKvVKtZBp9OJ3t5e5HI5vH//XlRw2u12OBwOTE1NHahh4lGy4+CT5SbPQCmWuHjxIlwuF548eVKzoZ2eaf2xnPyQf261WnHp0iWoqoqhoSFkMpkyv6Z3PP4f+ALkaeM1vXWEZBNFUTA3N1fhSxwOBy5evAir1SoaodayagAz43E2S+Rn6M957UajEV1dXejs7MSbN28wPj6+b2KoFtbC53n+/HlcvXoVmUwGDx8+xMTERN2gMfc4BoOhLvIUz+nz+WAymcT+Y21trYKEwX17PTGq2+1Gf38/uru78e7dOzx+/LhunXbqwHN/pNWJr3Uv9ejXczzbbLYDybMRV+A7YeJB7x0xvpX3l0yCnDt3Dtvb23j16hVWV1dhsVjK4mB+VyZ/kjD6M2MXwDEEmG02G4xGY8MsLWbhgcrMMwcwS/1NJpMA5GRW6dcEzMxGy4Eyf57NZgUQySyj3W7H+vo6FhcX99WDIzuMjCvtZ61WK9xuN5aWlip+3t7ejkKhgLm5OaTTaVGK/b3MaDTC5XIhGAwKYHt1dbXu8iACtNxIyw6O5TLaxYRgldfrFVqxWsfIZMDe3h5cLhc2NjZqXpPZbBaNFPjeyBSuhzXEa9IG5rXkM/SCaKPRCLfbLRoczM/Pw263lzHueA4yD8mg1rsmPkcCOnwO2sUhEokgkUhgZGREd6y63W4Eg0FsbW2ht7cX//u//yuep8fjEZ3RFaVUPra2tibY5l/bVfdH2nEAmPl+yZRyOp1oaWnBxsZG1RJlrXHsc0wzOST/TrvpJ1iWTCbLmkvWe83VNrxsQmgwGEQgR1ASqGRGKUqJqc2KinqAXr2qEvoyl8slAkcAZRqjfD5kpGazWSwuLn5Xn13NjEYjvF4vgsEgisVimeY+nzUBZm6c5Y2LXMEg+2wGzACE7/F4PILRQav3/cubMPlnPp8P0WgUxWIRCwsLWFtb092I6AWjtHqTz/SpBGoIdAUCAayvr8Pj8cBsNovmMtrxShBnv/vUA6X5nkKhELLZLBYWFnD27Fm8fftWBM4GgwH//u//jmfPngl5Irn08Ge34wBmkNXVaGMvbmYBVCR45Xl8+fJlmM1mwX7S+meg8VhZUUol3DKwXSwWRaJRG4+3traiq6sLk5OTVRsY6clhFIvFqtqWeoCGy+XC9evXYTQaMTg4KJJDB9Fbrvc57EcokX8G6D9rs9mMzs5O3Lp1CwBw//59vH//vkzLV2acUVaO91arISBBeuALW45Aj3xNeoBVteuVzWQyoaurC3/+85+Rz+dx7949UbHa6HjWO5+qqmhpacHJkycF0eTkyZN4//69qODkM9ICzPJ97O3tifsPhUKIx+PI5XKYnJysuxm8yWTCiRMncO3aNSwvL+Px48cVc4rJ0K6uLlitVrx+/bqsyfvPzqA7Dj6Zxpjx2rVrmJmZEfKC+xnjIFmqjfNNrsqWz5NIJNDb21vGWtZei/y31ngO7fXp+UkCgsViUVfSor29HWfOnMHbt2/x6dOnsu/vVzkif45NSykXo0088nuxWAx9fX1IJpMYGRk51AQ5AdATJ07g1q1bcDqdGBwcxIsXL+qWHSEIWigUxL3sZ6wyZ6NsYhxaf96IjyS7++LFi5iYmMDDhw9Fomu/4xAsJ1FNi3FV87/1Jh1ZKZnL5WpWhOqZjONowWP5nKyMl32ujKk0NzfjzJkzmJ+fx+fPnyvIkCTi2e12geMR02t0vTpKduwAZofDocseq2XMtHDyyp0gFUUReiwtLS1YXl4W3VwPg7Ws1a0hWMaAjp2dmc06ceIEisUiZmdny+6zWtaQ5Vss3S4WixVO1G63w2q1CodhMBgQDocRDAaFjnC9+jjfymRH4nQ6kclkkEwm697Q0tlzE7K3tydkOPQcEj/PpIPW+QAQ74ab/npF+gOBAILBILLZLFZXV3W1r6uZFmi2Wq0CaNWaFrx2OBxIJBKivDmXy0FVVbS2tuL9+/di42ixWJBOpwVjgwCzdhF3u91Cp2hjY0MsHNUC5NOnTyOXywntbq1xvF+5cgVTU1NYWlrCzs4ObDYb/vKXv+A///M/AZSyqsViEXa7HclkUpzvZwygjwPALDNNWVo0MTGxLzOBRlA6nU6LuceqElZkyONNVVUkEgmYzWZMTU0daJPPMaUnOdDV1YWJiQnB8K+VbbfZbIjH49jb28Pc3FwF6ChL+mh/HgwGxVpD4KNQKOjORa4ZNpsNkUhE9AU4ipIFfJ+hUEg0K2TS0GazQVEUoXsGfJHP4Dqmfdayv+GzCIfDAsSmNcpu0/u8wWCAx+NBPB6H0WgUjSLlwN9kMumy6YHyZMB+18AxwGQytZfX1tZgs9ng8/lEGa3MTqpnHeJ6qqpqVYCRgEUgEAAATE1NlfntP/74A8PDwygUCvD5fMjn88hms2VSHD+rHQcwoxoTt5aZTCaR3NPrLcFN+8WLFzE+Pl7WVI6b/HqSH9XO7XQ6y1jF9HsyIEr/0tfXBwAYGhrSZf7JG1jgi440GdHVTBtfd3d349SpU4KlLVc//ihrFMA3Go2i0VMoFMKzZ88wPDws/LB2k0+mMlCSVJMBDBoBafbI2NjYqNk4Ve/697sH+r329nb86U9/gsViwd27dzE2NlZXdZt27eD5zGYzenp6sLOzg0+fPol9BpmJ7e3teP/+vWj+xZJoACIRyuMxWRyPx7GxsYHJycmyxtXVrkfPVFVFZ2cnLl++jNnZWQwMDJSNbYfDge3tbQSDQXR3d2NnZwfPnz9HLpcTJes/Y5wMHA+fDHxJnJw8eRJPnz7V1R2u9V05HmbcRGKY7JcsFgt6e3tht9vLfKQ892RwmX/ksU3AUNsrByhvtCpfm55v9Hg86Ovrw/b2NoaHh3UlR/UqheX1RCZgMHFabay7XC709fUJlnQj8nwHMUUpVR729/ejo6MD4+PjePLkSd1yfaqqCp3manJQWiNRgP0x0um0bqK3kfu2Wq24cOGCaNZ+7949IQ+xnxFoVlVVSGpVwwtkGVetL5XvXZaqs9vtoqppbW2tZuU5/1TDfnhNBoMBfr8fzc3NuHTpEpLJJO7fvy8wG3ldVFUVoVAIbW1t2Nvbw5s3b5BOp8W6QWCZmMvq6qrAVw7SI+4o2LEDmMk2rtfYtZ6bdgZNZMepqoq2tjaoqorJycmyDbvMGDuIc3K5XIKt5XA4hKi/rPPIBiXUlCbgKw9sORMkLyyyfAFQ0tXJ5/MVwTYBu3Q6DbfbjebmZmQyGdEI6ihlV7iI+P1+saldWVlpSD6DzsvhcNRsCieXX9tsNrH5YDLCZrMhlUrB6/Vic3Ozoe7WZMTF43Fsb29jYWFBOKNG7kHOCmpNZo2SURIOh1EoFIQmqqIoOH36NF6/fi2+x6CEep9yYMBGgDabDTs7O6I0pZ5nbzKZEIlEEIlEsLq6WtZxWx7DDocDVqsVfr8fmUwGqVQKf/3rX/Ef//EfZXIE169fx9OnT5HP58V430/37qjZcQCYyWQ6ceIE9vb2MDEx0dBiStYDy/aY/dVLUng8HiQSCayurlY0QKPpgSLy3/yOyWSCz+crAykNBgNOnz6N8fFxqKpaFcAlW8ntdmNxcbEqiGez2eB0OsvOAZTADq/Xi6WlJZFc1GPU8Zoph8E1YnV19Uj5bT1j8pZJw62tLdE0Q0/KhLrblDXSA6qY8AoEAlBVVehWNsrYqOfa3W43YrGYaLbHxrQco3p+iAyG/aQCqJFIH+/z+YTPpUxVNBrFx48fywLiepjxZMWQcbzfusXkYDqdRj6fx/LyMvL5PC5duoTl5WXBsnc4HLh+/TqePHmCjY2NCv27n8mOA5gh+8F6NprU42XFlHbcqqqK8+fPi0ZHTDTIhImDzkOSPLa3t4UskDyvCWTI5c7UK9WrcJKvhWCp3KiuHiA8Ho+LjfbLly+PZB+IRvcnBHL6+/tx5swZjI+PC51mPfYb/ZTeXoiaosViiQ3Of8vgwmHeA+Uk/vKXv8Dr9eLBgwd49erVvoQjOTFBKRCyH2VpRPm+rVYrenp60NbWhg8fPuD9+/dlPXOAL/JcoVAIyWQSMzMzh8JoJ1Bz+vRpdHd3Y3JyEsPDw4KIJPfWiUajSCQSePXqlWjqWC2WOOr2q/tkRSlVZ1y/fh25XA4DAwMNjRetzyKwXCwWK9b4aDQq2KgfPnyoCrTJx9WCzGx6Cnxpxq4lehAgBKB7DmpONzc3Y3R0tEISTjY9BrOcFOK+MZ1O68aPfB5nzpxBe3s7Xr58iYmJie+2X+TztNvtOHfuHPr6+pBOp/HgwQN8/vy5ruugT5WbedbzHbnRLVDyXyaT6cD9WChTdP36dWQyGdy9e7dCYqma8T0wlq+XvKiqKs6ePQuHw4GxsTGRFOC+HyiNA6fTKarK5YQmCYPyuK11rnA4jFgshkwmg5mZGezu7uL8+fPo7+/Hhw8f8PjxY4HZ8L5JFj158iQ6OzsxOzsr+kkxScn793g84h7IuGd887PYsQOY683IEJBSFKXMGTEDTOkDNpx7/fp1TeZUo2YwGJBIJLC0tITd3V2R3WYjIW4s7Xa76AQ9PT1dlR0hB0ksk9FmC9lYSrtoud1uAEAoFIKqqkIOo5HNx48wrXzGysoK1tbW6gZ6yU7Wyk7Ix2cWjUEn2TLb29vo6enBixcvhCbqQYJHZhkjkQgKhQIWFxcb0kpjBo+BrRwMU+KDmTouRjabDX6/H0ajEaurq2htbcWbN2/KvsvyaQYUbPhCJyizVoDGEiyqqiIWiwk2HoFmno8NB00mEwKBAMxmMy5cuIC7d++WsVivX7+OwcHBsvfNcqJ6Qe8fbccBYHY4HKJ8aH5+vu4gRGaWURedSTdtqR913ex2O6anp6uWoMnsDL2fyZtIu90Ol8tVxiAxm804deqUCMr1mFtOpxORSARbW1v7NtRxuVxQVbWiyQmrSqg7rqeBzk2k2+1GJBLB5uYmFhcXG0p0/UiTnxuz/2QgLCwsVAADrPZhoKbHHG9vb8fc3BycTifsdjtmZmYEGCVXBx3mPTidTsTjcVitViSTSSwtLVV9BwTAte+TfpybACaHgS8Araqq8Hq98Hg8yGazcDgcomFmPXIYdrtdMJnov+s16vWHQiF4vV6srKyIRCT1IgHg5s2bmJ+fx8ePH8XzIWv7Z/DHtF8dzDAYDGXa3rXGAtd+as7T5LU/GAzi0qVLmJqawsePH3V1Zw867xRFEdV32tJvzudCoQC/348bN25gbW0No6Ojwk9oGVtyrExpOsrd8X5qgeFsWmi32zE4OIjV1dUjL9N1kDjNZrPh3Llz6O/vRyqVEiCCFnCV9wk0jpm9vb0ykBYobcI5nrjXque6GgGaY7EY/vSnPyEWi+HJkycYGRmpYO9pj8sGW2STqapa0ahKe26r1Yre3l6cOnUKb9++xdu3b1EsFtHc3Cxih8XFRTEfDnOMOBwO2O12nDp1Cl1dXXj58iVevHhRBlCw18re3l7Zusk18WfSAf3VfbKqqrh69SoWFxfFur6fyf1xtFI/XOvlcWc2m3H+/Hn4/X4MDAzsqw+vBZn5bz1JOq2/Z4PUasmMcDiM3t5eLC4u4s2bNzXj1mpzn2PZ6XQil8tV9COSQfGmpib09vZiYWEBz58//2byRfUaZW9+++03sZa8fv26LoIkcR7ed6PJTRIrG+lJo2cmkwkdHR24ffu2kCmqFyxnooLrRL1Jr0AggLNnz8JgMODNmzeiD4l2PVJVFW63WzybenAB9skJBoNIpVKYm5uraAZss9lw5coVXLhwAa9fv8bAwIBorKj9XFdXF5qamvD+/XvMzMyUVdxrq2NNJhMcDgeKxWLdyYMfbccOYK7HTCaTCByoq8Ln4XK5kM1mEY/H4Xa7MTU1JTpKHkbATGdnNpsRiUSEyP2pU6dEV2IGAfF4HIFAQDRo4PmqXQfBFwC6WZB4PC7YRzSDwYCmpib4fD4sLi42rGFzFIygJJlwGxsbWFlZqVkiJ2dDCaASTJYdFFAqOXa73UKTmMe9dOkShoeH4fP5kM1m69ZVqnY9brcb0WgUBoMBS0tLSKVSdb8LGWjmn1AoJKQw5OfA0kWylNvb2/H69esyliVLOpjscLvdFfPgawNTi8WCWCyGQCAgpGfkJjDy9ba3t8NisWBpaQnr6+vI5XK4fPky3r17J1ikiqKgs7MTHz58qCipP6p2HABmgofc0GxubpZt6LWmBeHsdnuZrAAbSpIt6nK5EI/HhbZ5rfctB8nyppc/k+eb3+9HsVgUDU2py26xWMoaojJQUFUVkUgEZrNZAKTa82rnjLaqhOuDy+VCPp/X9Sk8ltVqRTweBwDMz89/lf/5EaZdQwmqejwehEIhABA6zYVCQTANeZ968igdHR2Ym5sTzHBKSMhr47dIPpF9FI1G4XQ6RVNFLVOPDbD01me73S6a6hEY04szGDu0tLTolpPKxtJKOTH4tffO87MJrsxc6ezshN/vx5MnT8TnqVnO2OZnADSOA5hx8eJFtLa2IplM4v3794LsIL8fi8UCVVXFuNHGnmygF4/H8fLlS6RSqQo/VK1iRLZacZrJZIKqqqK8n8lvzn2DwYBz586hra0NQ0NDWFhYqNhwysAy75/H1OrXVwOYjUYjzp07J/pBUP6j2rX/SGKGNmmq/V29gG6xWGrIe/LkSdy5cwcGg0HoNFNbGPgiC0HGIjVA5Tkvg9LcA7GpeS6Xq0s6qJF7UBQFoVAId+7cQXt7O0ZGRjA8PFxWPs0kA69Lew38PceKFmyg2Ww2XLx4EWfOnMHz58/x+fNn0Wuh1rs4LHM4HOjr60NbWxtevXqF0dFRcY9MzmiTQ3wHXI+Oul/+1X0y0JjPYFUq3x19Fvd2MoCqKKXeNZcuXcL09DTevXtXN4ClZS/rkR2A8sqFUCiEzc1N3Qb0ZP87nU6Mjo6WgdxcU/Y7B/BFXo5yTXoa/0CpqvHKlSswGAwiIXhUjM80FAqhv78fbW1tGBsbw8DAQN1ViEzYMYn0tfjNQdYto9GI1tZW3LlzB2azGQ8ePBBVHfWcj9r+cuN0+ffAl3fP/aHH48GZM2fgcDjw9u1bzM7OVpDe+Hz1Kq5kczgcaGpqgsfjwcLCAhYWFsQY1ItZFaVUac0GiKOjo3j27JlutYzVakUikUBPTw/Gxsbw6dMnkcCU8Qmv1wubzYalpSXYbDYAOJT3+S3t/wPMknEgFwoFAWSRSs/fBwIBwQabmZmp2RX1IIEDgUybzQaPxyMYfd3d3RgbGxPSC83NzdjZ2cHs7KzQl5PPow2G5Yx0KBSq0IUEShu96elpMaBdLhcSiQRyuRxmZ2d/iiCjlin/V3rg8/mEfMby8rJgAcomNz+QnynfTz6fh9PpRLFYakYQiURgNBqF3lCxWER/fz+ePHkCr9eL7e3tMt1uOZhu9B7IgLRarVheXsbKykrdwQBZfoVCAW63G6lUqmLTKJffAyUGezgcFsA2dYHYGEQu9/4WwTIdsMfjwdLSkmAAVgNWqL0cDAaxtrYmGKaKouC3337DwMCAAB9lZuBRBJqPA8BMo9SFw+GA0WjE9vY2Njc3y/wOxz/ZRvTR/L82wIzFYnA4HJienq5Lb1gOlIEvIKXe2GhqakIqlcLm5iYsFotIRmrBQbPZDIfDgUAggFQqJTLqspGZqwVfIpEI0uk0tra2hD4XS1i1gQWv2Wg0IhwOi8asqVTqp/bbNJmNw3EQDocFw3t9fR2qqopNvtVqrdjAnD59GrOzs8LHyRISPK68iTns4I2ARDQaFRJFbOgKfNF51UsGRKNRobnNBFm1yhqDwYDOzk5sbm7i8+fPFccym82w2+2ilLIePdKD3GckEhFBcSqVgt/vx9WrV/Hf//3f4rPd3d1YXl7G8vKyYK386J4O+9lxATMsFgsSiQQ6OzvhcrkwNTWF8fFxrK+vl21aGWfKfs3n86Gvrw8rKyt49epVwwChPCcBiKSKbNRflLveyx3YvV4vrl69irW1Nbx8+VKMc21CXQY/CCjKG1k54Vj8PwagPEYjkQiuXbuG1dVVjI6OCsZSvff6I8b6fuetteHWM6PRiHg8jps3byIajWJwcBCjo6MCuHS73SgUCshmszCZTGWsX8aR2liUiT+r1dqQvmgj168oCnw+H27cuIFTp07h3bt3GBwcFH1DtIll+dj0wWSE8h6qjXWyhX8EO5JEkP7+fkQiETx9+lSQLZgkojG+l++tntLxH2nHwSc3YjIDkjENfybvF1VVxblz5xAOhysA1noTTXLjY714hNfhcrkQiUSwsrIiiBk0g8GAlpYWdHV1YXx8XJfpSlauTKjjNch7BMo0ZjIZ3blGrOfs2bNobW3FyMgIpqamjuQeEPjibxwOBy5cuIBLly5hdXUVDx8+xPT0dFUJE/kZkUwA4EAMWI4frsMHidFYPXL79m1BNHj16lXdTGlqNDNu1TLleQ55jY9Go7h16xaMRiMePXokqmwoDaI9t4xhuFwutLS0wGKxYHZ2tqaetN6zoM/l2jIwMFC2Jsrf8Xg8uHDhAgKBAF6+fImpqSmR1KSR2McYxG63A4Bo1HjU7P8DzJLJrEagXNuTelXhcBiTk5O6jdf0mBhykFPtmcoOmJtDj8cjAEuDwYCuri68e/cO4XAYPp8PMzMzFY2ftNchLypyBq+1tVUA0/J3WlpaMDU1JRp6cEPBhhNHecPXqBmNRrjdbgQCARiNRiSTSdEJGqjcUOiZx+MR0huJRAKFQkGAssViETdu3MCjR49EqWk2mxXOjzpJes1l6jEmIQigJZPJCvZ5LTMYDMI5acsQySilPinPR2AbAFKplGjCRsCd/+b9H6bxfpuamuByuTA3N4fl5WXdRdJqtQqNVYvFgrGxMfG7vr4+fPjwoayBHMu7ARy5ksDjBDDLpqoqXC6XSIKwsVKhUBBVCPwcwWjZnBLeGMIAACAASURBVE4nWlpakE6nMTc3V/fiS4AL+MKOq1Yi3tHRgenpaZGwkcFMmUUci8Wwu7srNOv1LBwOI5PJVACLTU1NQkaDmflqwZjBYIDP5xOSPGQc/iomA8w0RSmVxweDQZFoSCaT2Nragt/vRzqdLnvm3d3dmJubExr3lGpgwMbxxuCT8cC3Apq5nq+trWF5eVmMY70gNhaLVTDwGbPI4BvBr+bmZiHfJbMC2Sgxm81WZdwdpjkcDkSjUZhMJiSTScRiMbx69Ur8PpFIwGq1incBlFgo7B1wlPwx7biBGVz/29raEA6Hkc1mhaQRQVsCzNShJ2N4aWnpQIl02Xh8jgt5TlI3lj+nVFlPTw9isRiGh4d1N4b09WQ16TXx02viKv/cYrHgwoULCIVCGBwcxPLy8pEZr4eV7G80plOUUuXbjRs3cPr0aaFHSd11uQqNx9QyyPTOyf0Y1/vDJrwwWX3t2jVcuHAB7969w8OHD2s22ZaJKDyGrB+qJ3Ukszx/RHJBBtRdLhceP35cAVLJcn/ytTM2OopA83HzyTRZZ1ibOOPYlJnoNBLmrly5gvn5ebx+/bqM4cnP6IF42gRLLaMkJ6tv5+fnK8aPx+NBb28vdnZ28OLFi6rVdtrEnvZeqV3LxvJaPIafbW5uxsWLFzE9PS1kY35Uou8gxqqR3377DSaTCU+fPsW7d+/K4rlq/p/MdiaP9osB5fFDf8CGigf1A4pSamp4+/ZtJBIJDA0NYWRkpG75D4vFItYDbYyvh9soSqm58I0bN2AymUQlk5wI5ndYidrS0gIAmJ6e3pctXk+y1uv14s6dO2hubsbDhw9F0p3XTAsEArh06RLm5+fx4cOHsv2e2Wwui31UVYXdbhdJ2qPW5+H/A8woL0OgAwS+lA4ZDAa0trYil8thenq64U0PS7j1svOqqpZpv3ARJ0t6bW0NqqqiqakJZrMZm5ubmJ+f1wUOtLIOHIxaILm1tbUiW0cAfWdnB6FQCOl0GsvLyz+VoPhBjJuWYDAIm82GjY0N0YxJr2xCzo4xmMzn8wJglgGAW7du4cGDB3A6nRXi7G63G2azGclk8qvvwWazIRKJCHCE5cb1GBusARBAmqIoiMfjItMnG0tVyBxcWVnB5uYmstmsmEff2sE5nU40NTUJDdWVlRXdoMPhcCAWi5U1T+ns7EQ2m8X09LT4XG9vrwiutOW1P9qOM8DM5FhbWxs+fvwoGJcAsLKyIlim8ngzGo2IRqPweDw1k3DVwErOdwLZAIQWpPazbHKkzTIzsRcMBuF2u+tq0BmPx5FMJiv8bWtrK+bn58sy7XrBvs1mQzweR7FYxNzcXEONbH8W0wN75DXPbDYjEAjA4/Fgc3MTW1tb2NjYKHs33d3dmJ+fh6Io8Pv9ZVqGJpMJwWBQsISBL++S5/kWfsFsNiMUCiEYDCKTyWB+fr5Mi40WDoexsrJS8Qy4YeBc4PfC4TBOnDiBoaEhqKoq9Nv0WPbf2hSlVDIYj8dhMpkwPj4ursHj8eDEiRN4/vy5+PyJEyewsbEhwP6jxmg+rmCG0WgU8UJzczOi0SgymQzev3+P7e1t2Gw2XL16FZlMBs+fPz+0BIaqqnA6ndjZ2akokWV1HsdINBpFb28v5ubm8Pbt24qxrmXJs6qLOo96II3WDAYD2tracO7cOXz69Alv3749EqCbXB0HHG6iXz52NbaWfE7O+d7eXvT19WF2dhaPHj0qi5Hl69yPCUmT+33kcrmaclq1rq+WORwOXLlyBX19ffj8+TPu3bun63trAQtsOiszf+Wkxo82RSnJIty4cQNOpxP/8z//I6r9GHtp9Zo5X7jvOUoJ7OPok202GywWCzY3N+H3+ysSaYwNZZ1woDQ2z549i+bmZgwODgpilBZc5jyT9cnleVTPOHY6nfB6vUin02XEHuBLE79EIoEXL17UbOIHVLKy+TfBRpvNhlQqpRvfyID63t4eBgYGxPXISa1q/z+KRqyov78fzc3NePv2LYaGhiqSYnq+T1FKDVtVVRVgcbX5LBPuDnt9YbKro6MDL168wODgYN3NBVnpXywWsbGxIWIDvUQE54LX68X169dhs9kwODiIiYkJ5PN5mEwmeL1eUbU/PT0tyJWHZQaDAcFgEH/88QeCwSDu3r0rlAmA8rVTVVVEo1Gk02nxPuUmrEAJo2S1OecAm3MfhTF77AFmOaChoDwB5kgkgr29PSQSCczMzIjSkUZfHJ2rzLiQS505EagjSTbx/Pw8crmcYBNPTk7qNqLQZv55T3r0fzYPlAE2oBRQnTx5EplMBnNzc4Lx/D0HKYMvmY31Pc1sNsPv98Pr9SKXy2FpaUlo5sgAs961Wa3WMqZyPp/HrVu38PDhQzgcDrExorlcLiFxcVgmM+KoN1tPKR7HjKqqUJRS04VoNIq5ubmKzUQoFBIax5TOMJvNePfu3Xd9Z2SbNDc3Q1VVMT+1QRBQejdmsxnZbBY+nw+hUKiMQXf16lWMjY2JYENVVZHM+dF23ABm6n9zUxYKhZBIJDA6Oiq0tk0mExYXFyuCKIfDgdbWVmxublZUaGjPYbVaqzZUYABFnbhisVgG2BqNRjidTtEEUzaOy3A4LJr4aVlAeoFPPB6vaHBoNpvh8/nKGIB6ZW+xWEzIENRiW32NHdVgW/s8uYZQp3lvb0/oTxeLRXR3dwuAIxAIYHx8XByLTUPlpo00Hpfl998CaGblCMedDDQXi0X4fD5dcNhut8NisWBtba0sWWiz2dDT0yP0ULe3t384CGYymUQT2Vwuh5WVFSiKggsXLmBgYABA6VknEgmYzWZ8+vQJiqKUSXwdBTuOYAZZTPl8HhaLBUApbnY6nSI509HRgdHRUczOzgJo3FfozWeHwyFiZTkupU/inFRVFX19fXC73Xjy5ElFCTZQzvYjE0pRSo286ykzBoBgMIj+/n6sra1hZGREV1dR/v5BnsN+xuoaNp3T80eHcc5qAGqt+9IjGhBIunXrForFIv72t7+JEvha56h1D5QzsVgsyOfzdbO3GlnLbDYbLl26hP7+fszMzODu3bsCwKqX0SY3xCZppVYzwa95bwc5BslFly9fRiaTwbNnz5BOpwWATyMZSmbPHbRU/lvYcfLJbGDPPhzcu3GPyYZg3HfK78fv9+PatWtYWVnB6Oho1WSznIhjEpsSoiQU1YqDGJuur6/rsolDoVDVJn7cj2p1okkqYSUAQUPl/yqyeC9a32Gz2XDhwgVR0UL5gVomA9jyMWuBqz+qIgEoYQq9vb04d+4cFhYW8PjxY9FvQP6s1v+QjNjU1IS9vT2Be9BkjEx73sO8V1aPUIv48ePH+zaZ5HVYrVZ4PB4AwNraWlnFvhxLWCwW7OzswGg0oqmpCVevXhXxAlCq5p6fn//qvf9+flhRFESjUfz5z3+G0+nEP//5T3z69KlCjlFVVdEgfG5uDpubm0IGkGaxWAS5xGKxiOqZHx3rA8ccYGbTHL7QP/74A0+ePBFSBmfOnMH29jamp6cPXELBsuWVlRUAX1hS6+vrwmEzEGaGAoBghkQiEVE+u18ALGssERjXghaqqiIQCAiWlslkQjweh8vlEow/2ZF/K2epZQLTiRFc+trupV9jRqMRXq8XwWAQQKmR1NraWoVT1ns2bCyQy+XQ19eHx48fw263Y29vr8xpO51O2O12kTnWuwaWEzZqBCr8fj+2trawsLBQd0aL4y8QCGB9fb3sPRSLRQQCAaHZabPZxAah3g6vh23MwjY1NQEoNTOj5qy8kHJxUVUVZ8+exdOnT8Xz0LKa2UBzbm7uh5ebHCeAmeBTNpsVQNLp06exubmJ6elpmM1mdHd3Y2ZmRjD/GTDFYjEhHbRfUEJmERumcaNKnWO/349kMolEIiFKoxjoEvDQa65AzWeLxYK5uTndMj+yVOXAmeONoAyBTPYCkOct/TuvkzrjyWTym4JvFosFuVxO+Iej0hxT64fl/ytKqazf7/fDZDJhdXUVHo8HqVRKBHjv3r0T39VjMGvNarUin8+XVToc9nMg0B2JRLC9vS0alxJ8056PwXUymRTsPsYwHOdHgTEHlJftut1u+Hw+7OzsIBAI4M2bN2UNTVpaWvDixQtRrm2xWI5MCeBxAjM4juRqEZvNJthCqqri6tWr2N3dxYsXLyqqJxoBvRj/kWzhdDpF0l5u7iQDzKxaIZv448ePutUpMjlAbuJXK7aXf26xWNDb2yv0hWUJMb3vyfes9Uuyadly8s/1jms2m4XsHdnXBFi4XuzHXjss02t2KJ9Tey9sGn7jxg14PB4MDg7i9evXIs7U8+f7XTtjO1kTvJ61sBGgmVIoN27cwOLiIu7fv4/FxcWaeyTeC/2XDExp+7scth0UaG5qahL6ri9evCiLpbgnoVxXoVCoqCb4kXZcfLLFYoHT6SxrHC83vrbZbGhpacHi4qJogAyU3t+ZM2fQ3t6OoaGhff2XHtlL1uC12WxlBDl5PHs8Hvh8PiwvL1eAdVarFefPn4fb7cazZ890E4H0z9pG2Ix/WUnjcrmwu7tb0deE12I0GnHy5EmcO3cO4+PjFUB2oyZjFdX0pn9UwoX3bDab0dnZiWvXrqFQKODx48f4+PHjvvetKCUZh0gkgnw+j5mZGQHUyszlamQX2bTYWiPGpN7ly5cxPT2NBw8eIJlM7rsGABAScHwH2l4I3OtRfo3JNavViunp6UPHnepJkjY1NeHPf/4zjEYj/vWvf2FycrKC0WyxWBCLxURfIllalXOF90z/UGt+fy87lgAzdQvPnDkjNjUmkwm///47/vGPfwhJio2NjX0H9n7Gl72ysiLkGBwOB1ZXVxEMBpHL5cpYZwSd29rakMvlMDMzowtUyAEENwByCa+ilKQwJicny67farWK8/v9fsRiMaytrWF+fr6iIcC3lAlgsMKFjKwwj8eDQqGwb0n59zB2u6YcBBt01dusJhqNihL9YrFY1jHbZrPB7XbrsuWAEgBtNpu/qqOtyWSC3+9HKBTCzs4OlpaW6n6u3LhQ746Lk8PhKGN/KopS1rzwR70zLo7Nzc0oFAqiqRubtMiLYjQaxdbWFjY3N7G3t4dYLIZwOIznz5+Lz129ehUvX7784VIDxwFg5qa5WCwiHo+LoFRRFFy7dg2vX78WiYSVlZWy8Wa329Hc3Izt7W3Mzs7uG0SxKRQZcQyYbTabaNbn8/mwuLiI1tZWwUDO5XJVqxc49kKhkAB7qwVWiURCNKnkd9mUb35+XnT41mqpca7xnqPRKHZ3dzE/P//VQRGvgYCp3jPzer3CF/HzTOAcFQYTUH1jTV12JntZUio3wKOsSTWfzHJEVjjJTU++BdBsNBrh9/tFwL+4uFhWCcX7ZYPJ1dVVkeQg653yW0fFtGsEx1Y8Hsfi4qKoQjGbzTh37hyGhobEPbKq66B9Cw7TjguYIW9c5PHtcDiwtbUFn8+Hnp4eTE1NfXWTJK4DBK3p8xhv6VXkeTweXLp0Cfl8HqOjo7qltTJruVoTP0oZVANK29racOHCBXz69KkmSKEHFOuZHthcjw+llIdW9o6JJfYM4L19L5adHgDBn8sm/87n8+Hq1as4ffo0xsbG8PDhw6+a24qiiEZWxWJRAM313ms9z4VJ7tu3b2NjYwP37t3D1NRUVR9rs9lEs1nud+S1/Xusm42+b8qS3bhxA1NTU3jy5Am2t7ehqqpIsNInF4tFpNPpIwEy/+o+mftRgoh2u13IGDqdTmxtbSEYDKK9vR0fP34U1bGMnfv7+7GxsYHh4eGqla2cr3I/qv0SKARcZakyo9FYQWqi9nF3dzc+ffqE8fHxqolvPTk0GfR2uVwwmUwVEmjy5yiHsbW11ZDsQrV7ZXUlnw2JVTJbls0x5edx2FZv8ogs3Rs3bsDv9+PZs2c19a1lI24VCoVENahcuadNimqvhSDu1xAbLBYLzp49i+vXr2N1dRX379+vm/Slqir8fr/oc8W1n8Qgbb8SGu/pe/szo9GI1tZW/PHHH8jn8/jXv/5V1jtIJpEGAgG4XC6xT2bfC37WYDDA6XQik8n8cL98rABmmcVgsVjQ39+Pu3fvCod18uRJzMzMwOl0lnV2/xrzeDxQFAWZTAZ7e3vw+XwASjT+EydOYGFhQWR62FzP7/djdnZWbLa070JmARFclp0cUAqYE4kEJicny75rs9lgt9sRDAaxt7dXlWkngxrfksXM0ptisVR66fP5kMvljgTATGMJBhtJZTKZsoZM+10nNwBMArCc0+PxYGlpSfcZ2+12uFyuqmBHI0ZGdiQSQaFQwMLCQllmu5ZRsoXBhsPhgNfrxczMDEwmE1wul9DDJQuU9wzUz1o6LE1QMjuj0SgAlDWplK+HTQ7Jejl37hzu3bsnjtPT04PFxcVDlTA5iP3qADOZCGRC3LhxA8+ePcP29jaMRiNu376N4eFhmM1mobVNvxcOhxEIBDA7O1uXNASBZfo1LsjsTJzJZETjzvX1dTQ1NSGZTOqylWnMLAOoC+xtbW3F9PR0BbPe5/MJYLpaKRp9kNVqxeLi4oH0wbRgNZ9lLYCU/oNVOPKx+EyBo8NqrmWqqsLn88Hn80FRFMzNzZUFoIFAoOqcJ9N8Zmam4ufyJuuw2cJ8/tFoVJQwyhU1ZAOzKqqlpQUTExMwm81wu90iMdBoIkAeG9/a2HTR7XYjnU4jlUrh8uXLGBoaElUy7e3tQhvvR9uvDmYQrGM1nN1uL4sTrVYrWltb4fP58OrVq6/avNMYyzKeLRaL4t/029y8m0wmdHd34+TJkxgZGaloUsZ7kGMrAh+yHAZ/z9gMKNcF9nq96O/vx+7uLgYGBqpq+vNY8vcPy2odV48pTdkIlrJ/z34StUCHansJlq9fvHgRmUwG9+/f132fjRiBZoIKjTQErGfPYzKZ0NnZiTt37mBvbw//+te/8OnTp7LmfSaTSTDNgdLzIEDIpCSvq549BN9toVBouMHhQcamqqo4deoUzp49i8nJSbx69aqsulRRFNEg+yj06vmVfTL3WpTIYoKPsZzb7UYkEoHNZhO689x3dnZ2oqOjA8PDwwKQrpUIk/1mtXhOHk+MfWh6fpha7AaDAcPDw/uuF9Waq5rNZiH9UQ0otdvtuHjxIvx+v2jmdhD/J4Pt7AkjN+7kfHS5XCgWS70tviWj/yBzmO+SybxTp07hw4cPGBwcxMrKyr7HYsNSi8Ui9mlbW1u6CdZ6/X2jRl978+ZN5HI53Lt3D5OTk3WtD2azGV6vF3t7e1hfX69IBGqbtMr4AFAbaK7nM42a0WhER0cH7ty5g3Q6jX/+859luuq8PqfTiWg0CqPRiJmZGcHWpuklon+EHSuAWVVVACUHSG3P4eFhACVJgObmZszPz+t2nD6oUaS7WCyVWcfjcaytrWFrawudnZ2inM/pdKK1tRXZbBazs7MV0gRApVOnEyb7Tn5nNpsNgUCgbDPMjJbH4xEA9n7ZyW9hdFTyIsL7cTqd2NvbE9kXvWuoxiT8HsbMmM/nQz6fRzKZbCiDzw1UsViEx+MRXce1z5ti9GTLHYYZDAa43W7RzZc6tvU4apfLJcCGYDCIz58/C4Y0Beb12H/VFkU5wAmHwwfqNF/LeD2JRAJbW1uYmZmpmCP8nMlkwvXr1wVTAwBaWlpgNpvLNFp/hP3qALPX60U2m8XOzg5MJhP6+/vx8OFDFItF+P1+nD59Gk+ePCkD01gCyAqPejc3ZJtyDDB5wrLsbDaLeDwu9OICgYBgTOsl+dhQbmVlpQLgJtNHnlsGgwEtLS2CNctNKCV0qgXdBN+CwSBWVlYE0H4Qk4NmuXEdf0dWsjxv+Yxqgecym/eosZr1zGg0Cp1mo9EoQFt2pdYzRVHQ1NRUFeCUGZgEEA7zGVBbOhaLQVEULCwsiNLQaDSKhYUF0XxsYmJC/Hx5eVkwzgkY1sN+KRaLQtuRDJZvbfTb7FEgd9EOhUKIRCJl+vk/yn5lMAOAAFzJjrFarWIDEw6HcfbsWUxNTYlxJttBYkeCENQKByDGXj6fF3IWhUIBoVAIN27cwPLyMkZHR7G9va2bQAYgqhPJLJOrz+Tr1DZ9VVUVly5dQjwex9DQEGZnZ6v63GoyEV9j9MUyw4rXWC/wqqqqqELb2dkpAyW/F3O2kXMR0Lx9+zYsFgvu37+PV69e7bu+1xpvlN2iVJA8Vg7j2sn2/dOf/gSj0Si0NFmRRXkAvb0OtcWz2WzVcnImL+m7FUURsTgBrYOCZ/V+j6ztrq4ufPz4Ea9evRJzlCD6j5Q0pP3KPpnVCfQHiqKIZJff74fL5cLGxoaQNOE4uXbtGra2tjA0NCQk4Wrt+fXAZTKnZUIDx7Mc8+hVC1Ci4uTJk3j9+jWmp6fLPkNJA23zPy3AzGR5Op3WTa7QV7a3t+PMmTMYGxvDhw8fDpykYnKdwDKllKp9lpXhOzs7Yk5rG5Af1A4Li+He6fz587h8+TJWV1fx8OFDzMzM1HWdRqMRdrtdxMh6vUjkfx82hkSW7+3bt2E2m/HgwQO8f/++4bhU64s51vVwJT0QWSvvqtWqPwwzmUzo6urC7du3sbS0hLt37wq8Tn6mLpdLkFhXV1fFesMebz/aLx8bgNlqtSKRSODTp08oFovo6urC9vY2pqam4PV6hS7xYTAxAIigIBKJYGFhAaFQCMvLyzhx4oQoOejo6MCHDx8Qj8fh8XgwMzOD9fX1sokpZxv5b+pgcmK1tLSUseKAEnPaYrEIjV+WoW5sbNStHXaYJk9UsmH0dHo4MViyqOfEyCL+kQCG0WgUTe6KxSJWV1extrZWlt2sdX2USyHAo12MWNJNXVataTdjjZiilLRJY7EYzGYzlpaWsLq6WtNRM1Df3d1FIpHAx48fAZQ0ZZeXl6EoJR3cubk53fPJLCKOPf6spaUFc3Nz3wTAMJlMCIfDotnE3NxcmbwHr4EdiBVFwfr6OpxOJ9rb20UC6kfZrwwwm0wmXLp0CUNDQygWi3C73WhtbcWrV6/g9XphsViQTCZFSSY78IZCIczPz9dMkMlG/ymDp0zw5PN5WK1WpNNp5PN5UcXidruxt7enK1Fjt9sRi8WQy+WwsLCgm82PxWJYWVmpaJITi8UwNTUlSrUZjFaT3nA6nYhEIuJcXxPIyIxjLdOWLBTqvvOzfGb7AShkVskNWGSw+agagS3qsKVSKSwvL1ftQt7U1CQYA1pjaVo6nRbdnusFdBsxAs3hcBhAiTnvcrmE5lpbW5tgeIRCIaRSKaE3x80g2eZaNhOvk03cuGGSwb7vwWhWVRWRSERULmxsbIimhWwG+CPtVwYzgC/+QDaOrebmZjx//lxXO/MgZjabRUy7vb0t5o0MXDApf/78eTQ3N2NoaAiLi4tlTeI4lmU/L49jEjOqMZ35nebmZly+fBlTU1N49epV1U2aDMYc1vwmUEK9ac5RNr2Sq/3qlWpjrEmQXk+TXa5sOey4ulGgmZUif/zxBxKJBJ4+fYqBgYGvarwkP4NcLle3PmgjQHNzczN+//13WCwW/P3vf8fnz59FTKvXRBgoB8B3d3fLmoprx4F8Haqqwul0wmAwIJPJlK1Xhwmgy0Zt1La2NgwNDeHDhw8oFktyDQfZhxy2/ao+2WAwoLOzE8lkEslkUiSNWK1kNpvLEjEmkwknT57E6dOnMTo62nBDO60/I6AGoGzckgSSzWZ1cROv14vLly9jfX29LCkhmxbL4DVwDSARwGq1YnV1VfcYJHv09fUhnU5jZGSkpq/YD2Tns+Xc0wLatRKKrDYjs39jY6OM1Ww2m2E2m78ZflGv/1ZVFSdPnsRvv/0Go9GIR48e4f3793XtL4hBud1uWCwWZDIZbG1tla0ptdYSyqKtr68fKJZUlFIT6Fu3bsHr9eLx48d48+bNvtfudruxu7tbJh8la2bL/5avXZ4bxLHk8VpNXuswzGw24/z587hx4wYmJiZw//79soaZ/NvpdKKjowPb29v4/Pkz8vk8zGbzkZX4/OUA5lgshkAgINgvPT09mJ6eFkzUhYWFQ9k4cfJR8iIej2NychKJRAILCwtob2/Hp0+fYDQaEYvFRMfH+fl5XXBSDgTIuOPmkAO+ubm5QmuZurs7OztoamqCyWTC9PR0Tf2dbwUsyyXUcpDvdrsrdGLMZrMAbMj2JYOKAXVLS0vdWbdvbQQogsEg7HY71tbWsLKyUnfmiJt+LmZk6ZjNZqF/pGfBYBD5fL4i89votVPP1WazYWVlRQB62muUs9lsUpnL5eB2u7G9vY1cLodIJILFxcWKIMVqtVY8D/kzbKb2LZ2hqqqIRqOIRCJYXV3F7OysbiacJVjb29u4fPmyYNP+KPuVAWaPx4OrV6/ib3/7G4CSfITRaEQmk0E6nRbjgWBsa2sr8vm8aLpar+mVP1FiI5lMwuv1iqaBp0+fxsePH1EoFCrmgdFoRCgUgtvt3lcLtrm5uUxDC/hSlcBNQrVOv8yKR6NRmM1mob17EJNZKZzHWnYxfRDBHZktzmvh96oxk0OhENLpdNkGgDr7wM8hn2G1WhGNRuF2u7GxsVHRTRsoaWjPzc3pPgM2V2WSjZsVGdA/LF/C5+pwOBCJRGC32zE1NYWNjQ00NzdjYWEBOzs78Hq9oqSxWCyKzRF/Ljc4k69Nr8kO5yFBv+8BNJvNZoTDYZhMJqRSKTQ3N+Pt27c/vGnhrwpmAF9ki+h/ybY8f/48UqkUxsbGDiUZTNCPSYtQKIRkMiniPYvFIuKhYDCIixcvYmVlBa9fvy7z/3pNiAjG5nK5ikSaHrgKlDZp165dg8FgwMDAANbX13Xn67cAloEv8S57kmjZ1jKrmZth3mM9WsNkG1Lnn701vld80yioqSgK/H4/bt68ie7ubnz48AH37t0TVX+NnFde+9kQMJ/P15S/qnWcar9n06hbt27B7Xbj7t275rXdzgAAIABJREFUGB8fL2OEaq+HiVwAAlSrtwqIQDMA4c+/VaKAZrfb0dfXh2g0imfPnjUcj30r+1V9MqvcyFjm+G1tbUUqlRIJbya4r1y5gnw+j6GhoX37N8n/r+bT9JJPdrsdXq8Xm5ubFXtQVVVx5swZxONxjIyM6Fan8lhMrGjnBFnBXq8XmUymDFSTj0FGrs/nw/Dw8IErYTkPCS5TvqYa8WO/c5D17Xa7oSgK0ul0WfJIe9xvkdSrZz1QlFJPops3byIWi+H58+d49uyZ2G/sB8aTWc54IZPJiIRYLX8vJ3W/5h5DoRBu3bqFeDyOwcFBPH/+vCqOwL2M3W6HopQqABwOB4xGIzY2Nsquib6X44IEDQBlMb08dr/lOmq1WnH58mX09fXh7du3ePz4sWhgKM/jUCiEeDyO+fl5ZDKZr0rKHoYdG4C5p6cHq6urmJubg6Io6OrqAlBi/3wNSCebHPjt7u4iEAjgxIkTePHiBcLhMFZXVwWDLRaLwefzYWJiQhc8kCenXCalXcgJRGo3vV6vF263G263GwsLC0LP+XuZHDgVi+XlwnxGLHnRMq+pV00je4ONuWKxWM2SxR9hZMuwbH5rawvLy8u65fV6TpusbVn3UAYrtObxeGA0Gr+qCaBsNpsNkUhEaHYuLS2JsabXGVfOalN6hsBMPp+HzWYTTOFgMIhUKlU2FvgcgC/JEO085DEO06iZGwgEkEwmMT8/L+5Tm9g5d+4cJiYmhJD+j7BfGWBub2+Hz+fDs2fPoCgKLl26hM+fP4uyf27Y2Ix0fn7+q5quyuXGdrsdZ86cwejoqNDddblcMJvNFRq8MpN4c3MTS0tLFY3W5GuqxnT1er1C37kaIMD7DQQCSKVSNRsG1jIGSzwmoN/1GoDwO9U05S0Wi2CvyuwN+Rlws1ENMGdQJjNnj6qZzWYEAgEEAgFsb29jeXlZbHDC4XBVgIPVEno++7AbAsosHyY5I5GIAOeSySQymYwo1SajgWsLmUeFQkHoj8umlUWgsbETx9f3YjRbrVaEw2H4/X58/Pjxhzf6+1XBDODLO2Zj087OTsRiMbx8+VIk4r7WtAAw59zm5qYAPjl2z58/j1AohIGBgYp4h/ExAEHqIPNZL8mvVwarqirOnj2LtrY2jIyM1GxWeBCQtB72K0uxKUWj9ZEyyCP/jP0DAIgy7np7a1CjWG4K+D3sIAC9w+FAX18f+vv7sbq6in/84x/4/PlzXb5H750zXmcPDpa013v9QO0xoCil6tWbN2/C5XJhYGAA4+PjZaQG7diQgbVqVU3VzkWgWVFK/X6+R2m0x+NBX18fYrEYHj16hImJiZ+CjPGz+WSr1QqDwYCtrS0YDKVGw0Cpj1M2mxX4QGtrK86ePYuXL1/i8+fPdc0vPbCZuvda4/iMRqNVQd9IJILe3l4sLCxUNEOV94w8F+Un6MOBkm+yWq2Ctaw3L00mU5kcxvj4eMNJTzlhJxPhtEnJrzWLxSJY2ATktSDzj5w3HAMejwdXrlwRmuuPHj2qG7Cn/7Hb7WIvX22/8S3u1efz4bfffsPJkyfx/PlzDA4OVgVXuZ9TVRUbGxuw2+1QVRWbm5uiApMyIPI4kBPeQDnQrH2f1K0+CMBbLWYgIfD69evo6enB0NCQaNipnVd2u13o/R90D3kYdmwA5ps3b2J4eBi5XA7xeByqqmJycvJQmBgya3lvb0+UonV0dMBqtWJiYkLIQvh8PuFolpeXK7J3PB6DSQLLu7u7uoCs3W6H3W4vE2x3u91oaWnB1tYWpqenq3a8/hbGjS+B0mq6TASYtYuU1+ut2oCOC4LL5UI+n69gedC+hfh6I2YymeDz+RAIBMRmX+usqhmDxWKxKIAvbXkcUGLb2Gy2qg2ptJqC9ZrFYkE4HIbH40E6ncbi4qJ4xvs9T5Zu5XI5+P1+ERwEg0GRNNDTBfL5fFBVVci50OLxOJaWlr6JdIbVahV65AsLCxXn4fxjA7aDNor4WvtVAWZFUXDt2jXMzs5iaWlJgHmpVKrs2Tc1NcFgMGBqauqryjBZGcF3aDab8dtvv+HRo0fw+XzCf2rHGmUtVFXF/Px8BeBG/WR5TBuNRoTD4TL9dDZe2traqjqe2bjha+QwZDaK7Ae1GmLaqhGDwaCr0cf3wMZC8rG5YSDIuZ9/YFklv3fU5TNYnhkOh2E0GrG4uIitra2qVUBkr1VLCnItJ9CslQpq1BhnyPECK1IcDgeWl5exsrIiACuHwyFKBN1uN4rFUl8Iv9+v20xW29gNKK3Pu7u7yGQygu3zPYFmh8OBQCCAQqEg1qYfYb8qmAFAbBJVVUVvby8KhQJGR0cPhaVIBikZYjTKZOTzeaHpGo1Gce7cOUxNTekCCDJQyWMwvqgFEMtgSjwex/Xr1zEzM4ORkZGawNxhs0IZ65nNZgAoAxXrISXw5/TFrDrgHK8nbuL74DshuP+9rFHA3mw2o7OzE7///jtUVcW9e/fw8uXLmvqotY5PkN5ms6FYLCKbzdbF6q73uhVFQTAYxI0bN9DS0oLh4WGMjIzUZJby37XWxmqfNZvNgtGslc6o1xoZ54qiCHkCRVHw+PFjoQP8ve1X9clutxvZbBYWiwWdnZ1YWloSvZUMBoNglBuNRjx9+rSqzKfee62W5JDXcu4l2ddpfX29IsFrtVpx4cIFOJ1ODA8PV8gnqaoKl8slepXQd3PsEqxzOByC5KEXT3A+Xb58GZlMZl85jGrPgfcpE+GIKRzEeKxaoDETiVarFXa7vUxaoh6A/2utHl8IlPYqZ8+exdWrV5HNZvHgwYMyuZ9ax2G1EwBR5UZ/Wu+axrXsIEky6o6fPXsW7969w5MnT3QTIXrGREA+nxdgM7WZgS+VUtp7r4Y3MT4/bCMGduvWLXR0dODp06d48eKFSC7LAHgsFsPe3t6h9vJqxI4FwGw0GnHx4kWMj48jEolgeXn50JifsoQDHSd1vq5evSqYxdvb2/B6vQLY1mOLyYNXW1oLlAC3hYWFsoHscrlQKBSwubkpdKZNJhNmZ2d1m5p9S+OzkAMePYddC2D2+XzY2NioyRDkMchqZjk7M0kejwe5XO6H688YDAa4XC6EQiFR4ru6uiqczn6BHDdMHF8yWG+32+FyuXSBAaBUyj0/P39gAIfl3n6/H5lMBslkct/xJAe9brdbdJd2Op3I5/Ni06oFsux2O/x+f1lDSqDUIDOVSn0zNoailEqsmpqaYLfbsbi4KAAZeUG02Wx1N4c5bPuVAea//vWvePLkCaxWa5k0C3XMEokEFhcXv6rpKsckm9Rx3LlcLpw/fx4TExNYX1+vCFIVRYHX6xWVJ9Ua6wWDQWxubgpfww2ry+VCMpksK7nT84VcLyKRCCwWCxYXFw+kzyYDy7IP1mNukflKI0NZD2DWu355nhM0JROu2nWbzWYhIQRUNi86yqxmMh7C4bCQEtLqa/Nz8Xi8qqyRx+PB3t4eNjc3xUYCgGAVN2rVmHlkwQWDQbjdbqyvrwvWPTczVqsVFosF6XQa4XAYCwsLFe9eD2Am80PeQJI1yuN/a6CZc9Pj8YiGmd/bflUwAyit/eFwGJ2dnRgbGxPa3rSDAq1WqxVGo7FMA5jHIpOUc62npwcGgwHPnj0TgInepq5YLIoKDOoS8/e11gyXy4WrV69CVVUMDQ2VETS0Vm1D/TWAM4FlMsXr7d0hm1ZegRtgAs2UgKjXzGazYEtS9ozX8q19c6NAs8FgQCKRwO+//y50mgcHB3XBtXqfqaqqgtUtywrJ6x3/LwNC8u9q3Z/P58P169fR0dGB169fY2BgQDSA1362GsCsdy9aTViOAQI9m5ubX5WsrufZUXJMVdWqPQq+tf2qPtnr9cJmsyGRSOD9+/dCKoO63729vXjz5g0+fvz4VXIveu+bjd2otattKqkoClpaWoSEzadPn3THrVbfViZAyIzLra0tXWki7tXOnz+PQCCAZ8+eYXFxsaFECP/WSh2QqKa93kY0bGvpMusZwUyLxYLt7W3RvJDrn5ZIeNhWj080mUw4ceIEfvvtN7hcLgwODuLFixd1PRO+U+JT6XS6bOxo/ahsRqNRkDAPajabDZcvX8bFixcxMTGBx48f19Wzh/s3XgNlh4Av62u9/rrRMaF3LfWsKXfu3EEikcCjR49E1cBR2U8dC4DZarWiu7sb6+vrh6YXxUWcwRhN1mz5448/MDIyArfbDafTKRhF8rOVgwIZoKbMhnw+vc2r0+nE7u4u/H6/kFTgOb7nAGNZgawzpNfEj58tFArCkdIIyJJFUc3BUr8U+JLxY5lgLpeDz+fD1tbWD9efoXFxDIVCcDqd2NjYQDKZrBu05GInZ1nNZrNg1upZa2uraCb5NWYymRAIBBAKhZDNZrG4uFhX4oLgiSz9kU6nYbFYkM1my5ynqqpobm7Gp0+fyo4RDAaxvb1dtmngwnWY75bHbG5uht1ux+zsLFKpVMUG4ygHzcDP5ZcdDgf+/Oc/47/+678E6MXFvampCaqqYmpqqqZmfC2TAQj6CJZ8F4tFNDU1weVyYWxsrCIop4xKsVgUWrbVLBaLVbAt7Ha7AFKKxWLVLLbRaBSVDrVA7Fomb3C1kkR6ZrVaK8qorVZrGUNZPrYsbSGDQtrgx+PxYGNjo0znWTabzSaa6FU7x2HrFB+2KYoiKjzYP0Cr00wpFz3z+XwoFAplUkAy0K5d87/mOuX5FAqFhJbh4uKiSCRwc0PtfO1zt9vtQuaIZrFY4PV6KxKb7KDOe/nWjGaj0YhTp05hbGzsSPvln8knA182Zru7uzX1DBsxyq1QtkLvfbHiraWlBR0dHRgfH8f09HRZEz+g3PdwDAOoiKX0ZL2AUlzS09ODjo4OjI6OYmJiouo4/VbrvtFohMViKavAq7WZ1GNIyX5ZC3KSEVgsFoWERiPMZG6uCVLv7Ox8V7/cyHPnJvu3335DT08PxsfHcffu3TIZo1rPVu931Lw1mUzIZrNfTS7gmAW+ME5Ziv7hwwc8ffpUVG7Vuq5qP6/GoGPcQ+kMAs0HSV7X+y6YyP8R9iv6ZIfDgVAohEwmg1QqJapArVYrLl26BIfDgSdPnhxY5pN+l3t2+V3LchzpdLoieeNyuXDx4kUUCoV9mcRa7XsCvQRUi8VihTQmTW5aODY2hg8fPjQEpMvzj/fFivNq86FWkkfvs2wKSF18+sz9zGg0wul0imeQTqcr9tc/Mh7mc2AVRltbm2AGk42+3/dtNhs8Hg8UpaR7TO1g+Z0AlWTLw7hvi8WCc+fO4cqVK1heXsaDBw/qSkyQpCHLxHF/VC1+0a6veuuYzWaDoih172vreQ6KUtJe/v333xEIBHDv3j0hx1Tter+X/fIAs81mQ0tLC9bW1g4sAK81NuLI5/OifITHZRlwoVDAmTNnsLGxAZPJJICKWhlwmQ2mbaJjMpkQiUQqAOZQKIRIJIJMJoP5+fnvvrjLDQ2Z5aQ5nU5dMJLBLyevopQo/+3t7RgbG0Mul6soIwb+H3tf2hRHml19siora99XdsQiAQKEQOtIas1iO2L8wRH+CXbY4V/nCH+wHY7wzDvdEi2pJYEE2tWAxL4UUEBBUWxV7wd8Hj2ZlbWxSU3PjehQA1W5533uPffcc79cq0AgYDrBnPeFbevcd6WB2lkYtQZDoZDQ9zQOOixmslbf3t4egsFgUQZzbW1tVcMGK9l3MBhEJBJBLpfDwsKCKfvCzDjMJ5vNiqqwfP0J2pBlR5DF5/NBVVVdt4GiKKipqSnahn4c43PIyczT09M67fJvGcgAfhl+WVEOB/cEg0EsLS0JNgZZiQ0NDVheXi7o1KjG5LZ9OZDd398XbFwOnjRKR1BDfXl5WcekYBApBxGKouiGvjEY83q92NnZKZqYMqiOx+PY2dnB4uJi1UVPed2QWRnGdjsGyXzfnE5nwXm7XC4d+4/XQpZ94qA14yRv7osgOQFjALruG26vVCszv8dj/tqD3EqZzWZDKBQSw1YXFhawubkJv99fNPD2er2wWq2mLcRMzuXOn5PwN3wuVFVFJBIRHSlLS0siCWJxwBjgM/mk7BG3Y9SZZoDLohxZ7zyP07qPly5dwvj4+KlIKJWz8whmcJDe+Pj4iemp2u12qKqqYy2bmcfjwaVLl2Cz2fD69WtTJqpx7oMxkZdjCvp52f81NDRgYGAAi4uLePnyZdEkTwaxT3LN57Wg/5V9cDlQVQbVa2pqcO3aNbS3t2NsbAxPnjwRgGo+n9e1uTNmZJcKB39XCpyQ1ZvP501B6tOMiaoF+F0uF/r6+nD79m2sr6/jT3/6U0k97XL7IGmGhbhKdZGLbVMGu5j/9Pf3i9kTjx49Kjsrx+PxiCHnRnKO8f2SWfxGjeajxBuV3Ae73X4kEPsk7Lz55Pr6enR0dOD58+ciZmDb+8DAAMbGxvD+/fsjr698v4vJTCYSCbhcrgJWsqqqaGtrQ3NzM16/fo3Z2VldzOl2uwuGZ5p1lDidTgAoKk1hsVgQjUbR39+P9fX1kj5bPiez/+f2SEQ7Kc15atnncjlRjLfb7eJ35chy8rE6HA5x7Ww2m6lcz9cCC3kt3W638FnJZBIPHz4U87DKHRtZ2zabDaurq7pis+xfTuMcbTYbLl26hN/85jfY2trCw4cPMTMzU9F9URQFPp8Pe3t7BYRJ4n1utxuqqgomuvxd4zrPWQsnbRaLBTU1Nfibv/kbOJ1O/OUvf8HExMRXk5EDzjnAzLaS2dnZE2NiMOnmA0KgQg588/k8EokEIpGImOxuZADIQQhZTARUQ6EQdnd3dUG2URKBTD+HwyGCjbN0PjxmgspkSshVTK/Xa9ruzXMlWBoKhWCxWFBbW6tLLviCyqB9Pp9HKBQqOmyGYIvNZhNOS05yuQBYrdYjsyNPwigDEIlEoCgKksmkGP5VzsiS9/v9WF9fN01W4vE41tfXTZ97ThIvptVVbt9+v19UtpeWlrC2tlaRo87n8wJ4ILuGjrm5uRlPnz7VtS1xQq0RRDeTijlJIyumsbERAPD58+eiE+VP284bwKyqKi5duiQCYwa5tbW1cLlcmJqaOtJzSSNQJxcq6D9oRiYFcOhf4/E4stmsqe633W6Hz+fTaZ5brVbU1tZienpanIemaUIaxsw0TUMikYDNZqu4G0A+VrlAKQ8mMfMBDodDxyTN/19XicxKVRRFaK7ynLnOyfq+qqrC7/fD7/cjn89jbW0NGxsb4jvy8DteUxZM8/nyOs3U30un0yII4+e/lXYvM+P65ff7oaoqVlZWsLq6apr0OZ1OuN1u07WLQSwL0kzIjgs0GwfrWK1W0ZGSyWSwsLCgGyzGY5GLf21tbTo9/tra2gI5o3A4jEwmo1tvjiudUQ7UaGxsRDKZ/CpSWOcJzFCUw6HXsVgMw8PDx/K/NCbeTMq4HzO2aFdXFxoaGvDixQssLi6aAmXAl1iZ7F+2FPNv8vnIjDmXy4UbN27A5/Php59+wtLSUskZHzKwXC3IWexayDJEZr6w3LPOwmx3dzey2Szev3+PfD6Pzs5O3LhxA/v7+/jpp5/w9u1bQSrg9eL3ee2o01wNq5n3k0VCJtpn4Zernalis9nQ2tqKP/zhD1BVFd9//33BwDHZjOuq2f4JNFN6r9J5KqXYkXy2bDYbrly5gps3b2J+fh6PHj1CMpkUMYTFYkEkEkFLS4tYG65cuYKJiQkMDg5ifX29gCHK75npgrrdbiiKcmTpjFLG7tuvURw+bz45Ho8LiUBFOezW6OvrQzAYxE8//XRsmU/j8ynHbUDhUGj6oN7eXqRSKbx9+9a0683hcJh2lPCZsNvt8Hq92N7eLsp6drvd6Ovrg9frxdDQUNFZQ8Zjl/+f+2fBmzJuJ9UlRn9o1FGmyZJD+/v7FfsNdnLLRDn5erIb7aTf3WqMWvh3796Foih49OgR3r9/L55VoPiaSR1qEiqodywDzKW24ff7sb29faTzt1qtuHDhAu7duwcAePjwYckuJtmIK8kAMeX9WNT1er2wWCxCTsbMB5eT7ypllRSiLRYLGhoa8Hd/93fI5XL4n//5H10R6CztXAPMxSQajmKqqorgytheLDO6qB26tbWF+fl50ZZtBmpwu0zAec1ramqQSqUKtqsoCtbX1xGNRhGNRrG0tFR0yuppGQFfMiSAL6Ctonyh/vNlI0NRNga60WgUFotF6PvevHlTaPyYVVQZGMtDucyMrSr8HhcXgk5ut1tU0SqtzJ+WseJLfc+1tTUsLy8XZR7LCzUTKRY1ZCCdQ9PMksVy+s2VHrfX60UikYCqqlhaWhItXMbPAV8cosViQSAQEK36XCjv37+PR48eifPmPYtGowWs/Xg8rtOy5udZ9T0J43Pe0NCAaDSKoaGhb5opB/wy/DKDPd47n8+H+vp6rK2tYX5+/lhsDJrRJ9NvFGshjUQicDqdAvA1M6/XK3TUaZqmIRKJYGFhAQ6HQ7C8jEF5Pp8XwF4gEMDKygpSqdSR5TCYnBo1+mVjy54cuHHQG2WMuC2ZcWJkAcrsVQZ+LpcL4XAYLpcL6XQaqVQKmqYVMHN5vPTBAIqymyjFY/RJLDgBX4K549hp+HseH4sUnH5u1GnWNA1+v980WVIUBfX19ZienhY/y4Xn45y7DKAQ2JKB5oODAywsLOjuH/d/cHCg67pJp9PY3983nQVhsVh0rbqKooguJjKHTpLRLCfCZ23nCcwAUFCMOqoRYLBarQUJtfHdi0ajuHbtGpLJJN68eVMwl0T2cYBeK16OJ4xMYxnA6+zsRGdnJ169eiXY7sVAROBkB0MzziWwIc/eKAUwG6+T3+9HT08PnE4nRkdHkUwmCwgqiUQCt2/fRnNzM37++Wc8evRIFLLkhJ37lhngiqJUxLLjOVG/nSA146LTjqPlNb6SfZHR9bvf/Q6JRALPnz/H8+fPC2LiUmuC8b6wbXp/f18AS5UetxmjWX7uNE1DT08PfvOb32BlZQU//fQTHA4HotEo0uk0Pn36JOIGh8OB7u5uXL9+HVNTU0Jj1Hj+xVj4JwE0y+cly4pNT0+fqn5sMTtvPplGqQre69evXx8pFzH6OONzL8vuGO+fpmno7OxEKBTC6OgoVlZWTPfBeMXo27jvUCgERVGK4hZkR7e3t+Pdu3dFNZ3lbdPk95T7ZAy7t7dn+ozzXa7mehrjMu6vlNQSB6mSfFJJcY7+xuPxCCCba6p8TU7D78rXtdQ+SAy8e/cuampqMDo6KrTwyzGS2VXhcrmwv7+P9fV1kR9wXTPzX2brZ7VmsVhQX1+Pe/fuwePx4Mcff8SHDx8qKrga5Re5npJoSlmiYkNzzc5Lloat1MqBzVarFW1tbYhGo3j69OlXKUice4D5uCxVApsEgBmUAV9aTHZ3d6GqKurq6uD1ejE9PS0YxXJlXH4grFarAEKNzq2+vr4AbAkGg7BarYjFYshkMkIOo1SV/KQdjwzU0kHS2bIaJQ+7MgOYqQnpdDoL2tC/++47/PTTT2VbrOx2u1jEzPQ+fT4ftra2Clp0CIyTwcyE+lthxxF09/l8yGQyWF5eFnpFNEqyGE1VVTGNfH9/XwBexmm/wBdg7CRkJmSAXAZWZEfJxVgGqHZ2dnSf+e677/Dy5cuC54WtRjIwQXkR+d0m27kYs72a87Hb7XC73QIEz2QyOlDuLO28AcwshnCQlNfrxeTkpOlzWomRSUCpHeAwaNze3hYMXwaCxu/5fD5Eo1Gsr68X6B8b/ScLNjIA7Xa74fF4sLa2ZgqcMfjggLhsNitYoJWcl7xmyNsrBSzzc3a7Xbw3DMby+Tw8Ho8uwbZYLAIENGos8/rxeI0sLwKmfr8fALC6uqpjNctGJger+saiKo/DrCDJv7N7iL6/2vfxtIqJxoDR4XAIneZ0Oo2lpSVsb28LFnix5Ky+vt6UacCiDO/5cQJrs6QyFAqhqakJIyMjgrXOz1JegMXMUCgkumMWFxdFUM1ESPa/FotFDBDkzwSaKwW0vlU7b2DGSbwbqqoKoNosNuXPmqahr68P0WgUz58/x/Lysnh/ZH8AfBnix84Qs2TNrHCYSCRw8+ZNLC8v48WLF0XXbzKPTpKNqyiK6OgjY04+NzkPkP28cf8ulwtdXV2IRCJ4+/ataOnluygTPOTv9PT04Nq1a8jlcoLVTN117l/eL2cGcChgpe+lzNCj9IYZqHBaRb1i4KnRFEWv0/zx40f88MMPwleVOj4zZjDvLxmGbGU/zrnwfAg0d3d3o6enB8+ePcOnT59M81jmn93d3bh9+zZmZmbwww8/iLymGBAjn5PNZoPL5RJAczXnQdm8trY2xGIxrKys4OPHj+J9Pms7Tz5ZjmUvX76MRCKBJ0+elCRWlTO5m4j7oA8wm/vEz9TU1KCzsxPT09O6QYKyH+F2+Gzxb8Dh883B19TgNTvfeDyOvr4+pFIpjIyM6EgilV4v+nPiKwcHByci2cJtcp0oVeAstx2HwwGn01lVNwRBS5LQeB9PA2iWcw55HS51nsynbty4ge7ubkxPT+PRo0dYXFwsKzHJNcjn8yGfz2N9fR3ZbLbg2srfPw4L2LjveDyOu3fvCiLZ6OhoRc8enzXms8aYluflcDgEo5m/Nyswm8kcVXL8tG8Fx5Lt3ALMilKomVmtcYgfHxwOFOGDwoqf2+0WLLzFxcWCir6RbSBX+fx+v44VR4cuT+7WNE20R01PTxfoJRrP+zSCObn1yQh4AhCgIa+N3PIM6FuJ19fXkUqlChazu3fv4unTpxUNPuE25WvJlzMYDApZEhpZjPwep5aT1Sw7MVnD9bjGBaWaQSGqqgr5jFwuh2QyKc6nGMBMo2wJgwYyyuTrSR0vY5szTR6iWI05nU7E43F4PB6kUinR5kdHLINVRhsYGMDs7GzRoYVycYMJkcy4M4IZtErfB1VV4Xa74XK5ABxO3i7W+nQEkDKOAAAgAElEQVSWdt4AZuqT1dfXY2NjA3Nzc8dihssTh/mMMbHn82K8f5qmIR6PQ1EULC0tFQQTwWBQSM8Ah89QLBbTseatVivcbrdoFzYzAo2qqpZkR5uZEVgGvgR7Rp1l4/kxoM/n80LPnt+RAWYZuDRqS3M7bO+TkxGzli+n04lQKASn04mtrS2h1cxjk4db0DdRUok+nCBHsetBkEmW3jArMJa7pgSrT0qfvhj70WazIRKJiOIEg+1iz0Ftba2pRAAAUcCV2TInydzt7u7GwsKC6OqRkwI5IGaiFQ6HEQ6Hsbm5iWQyif39fYTDYZ3/5XuTTCYLYgauCb9UoPk8gRnHNRb5KDtmponMn2tqatDf34+pqSl8+PBBxF5yxxmTRzKADw4Oig4HNO7D5XLhzp07cDgc+Omnn3TgtfF7cgJbyp9Wcx14LeQBfkBhcszfme3LZrPh4sWLaG5uxtjYmNBRlOUugNLMfVVVBau5qakJP//8M548eSLm0JgVLuUY2W63C23Ucu8n12BN04QkylnFTXJuVYm5XC709/fj9u3bSCaT+H//7/+V1OIsB2QQoLVYLMhkMkcGs2RAjnkita93d3d119PsWSbDlDIbP/74Y4Evp5mB5pUCzcxnGhsbceHCBeTzeXz69AkzMzOmnadnaefJJxP4un79Oubn50Xx97jbNPpjWQ7N+JywWGWz2TAyMlJAAnG73bBYLOL3xFw464T+2+Fw6NipxmPyeDy4cuUKHA4HhoeHq5b+4LvD/+RuuZOILVhIk/GNcsdSDnSWr00+nxeSD+XeH7nQT59DkJp+nR2JleZV8lpgPEYyvKuJle12Ozo7O3H79m3s7u5icHAQnz590hFVipnT6RQEO66hxuJvKWxI0zRYLJaqihO0YDCIW7duobW1FaOjoxgaGqo4Z+MQYzM9c+aKqqqKbhEzMLlSmaNfkp1bgPk4JjNt5BeLICofAofDgfr6egH8kr1rNrwD+KJJyaDaZrMhGo3qmKR0HslkUkgEJBIJLC4uYnl5uWjgVm2gVc64+ORyOSEPwiBf3gcZidRblgEYMgkDgYAYLrSysmLaUqcoCvr7+/HmzRvTYYjljlXW7g0Gg6LKR5OdlrwY8Xv5fF4E02z3NRvGVK1ZLJaSg5/Kfdfr9SIajQp9z83NzYrAaoJMAHTnxuC1pqamQHqCJg8uO4pxaB+HR1HygwCS2XZra2sRCATw+fPnkoEqQTGjHi5wKC2zsLCg+67f70c6nTZ10lzkvV6vmLS+tbVVNJn9GnbeAOZYLCYS50q0u83MyLxgQCH/bHYPFeXLgEFj94T8mfr6eszMzOjAtXg8LuQb6PPM9OcIlIbDYfh8PqyurpY9z2IBHv9GME4u7tE3mwUlfEcU5XCok1yUcrvdQrKARTmZjSGD6jKYyWM0S1hls9lsCAQCQquZrGaupwz8WNBZX1/XdcEUYxqaSWjwe8AXDeoycYsAaex2+4lp8Jdbe6m3H41GAQCLi4sFBVBFOZzUbVZ4BSCY9tSdlQtuJwHmtLS0YHd3VwDEHBDG9n4zs9ls8Pv9CIfDoiPFuKZEIhFsbGzotuFwOAAcJoCyvNMvKZA+T2AGB1ayU6eawoWRtUyTYzeCUlevXoXb7cbQ0JDO97JwIQOvmqbBarWKeJuF/2JJs9VqxaVLl9DZ2Yk3b96UlMOQO6pkH8990yp9p2QJIB5fqWe5GOuN+pAdHR2YmZnBhw8fdHrKPE65i5DbKnW8brcb3d3duHHjBvb29vDkyRO8e/dOxzKXgRFFUXQDCZmzVOJfCcYAMB1SVeq78n0wu37l9l0JsEOjhuj9+/cBAD/88INpi3SpHES+XlarFS6XC6qqYnt7uypCSTHjHBm5q6RY0Zxmt9vR3t6OW7duYW1tDY8ePdKRlbiNYs8ngWYAyGQy4npQSqytrQ2hUAhzc3P49OlTQZ71Ne08+WS3242BgQG8f/8eS0tLBX+vJDfmoFO5oMT/l4luZl0hjY2NaG1txcePH0UsbLZ92R/LALOmaWKoJDv8jGaz2dDe3o6mpia8e/eu7EBOs2vAf7lvSroZ92cWJ5fbNt/pfD6Pra2tssd2VJklDlKlv620W5YSE2RDE38hwaaUL5TXWqMZu+uP6sesVisaGhrw3Xffwefz4fnz53j16lVF58fY0m63C61uuRhdag2VZf2OYl6vFzdv3kRXVxc+fPiAJ0+e6KTfjGa329HU1IQLFy6IAolcNKeRdElSo3FtND6jfP4qefa+VfsrwCyZnLjt7u4KiQ1eC+pXKooCv9+Puro6rKysIJlM6h4MI+tHbteQP+d2u+F2u3ULCBf4XC6HxsZGbG9vY2lpqegwqJMGlgG9xtD+/r4AK82qSWy7CQaDOg1eq9UKv9+PUCiEnZ0dMbW+lDU1NUFRFJ00RLWMElbwyL6QWc3Uj2S1SZ72SVAmn8+Ltj+ZWV6tycFyqaGElW7L4XAIcGxjYwPJZLKiIJbPtJzI7+/vI5FIFICxtKamphPRUWMBJRKJCMmPjY0N0+0qioJoNIpYLIbt7e2SA9CoO01QicFEPB4XRRhaMBhEJpMpSH69Xi+8Xi8ODg6wublZcavSWdt5A5idTie8Xq94r7e3t3UV+HJGRhvvOQdJEQQlG8O4LYfDgUQigb29PSwtLRVlg1itVtTV1WFqakq8v1arFdFoFMlkUujwmwU3lHngADUyO4uZGbAs/05u3zY+m0adadmYmBJ4p++2WCxwuVyCwSwDQMXeMxbmjO8Pv1/su9xXMBiE0+nE9vY2VldXxXpKDUgW8Qg4p9NpXaBOX0GQ1kxeguuVfK2MSZVRG7DYANrTND4fsVgMdrsdKysrOjmhUCgkClxGi0ajoqtC3h7P/bhAM4dsTk5OiuIwGTLl2CAWiwWhUAgtLS2YmZnBxsaG8N1+v1/4WBo1XBm0E6AzS3a/VTtPYAZZnfX19dja2sL4+DgmJydLyiUwJqHWsjEulIttdXV16Ovrw8ePHzE+Pq6TuQH0rGV2YFEzU36HZUBD9l2xWAy3b99GKpXC0NCQ8DFm/pnflf1DJVYs9mYnRi6Xw87OTsU6xvLxWSyHOpY9PT3Y2NjA6OioeH/MWIeAOYhhPB+z5Lu2tha3b99GY2MjxsbG8OTJE13RTs5duD12jJHJVgnoYLVaBaudWpRmayHXKd7/UgC/0acXO/dqgGar1Yr6+nr89re/RTQaxZMnTzA8PKybJVMKpDFjBzudTmiahp2dnaokR8y2D1QPWDEOam1tRV9fH/b39/Hjjz+KeN8MnDH+juszuylbW1txcHCAsbExzM3NfdUBY8XsPPnk4xrzWcaqfFZlINZsXff5fOjr60Mmk8GrV69K5uxmzz/JaATGjN/n+55IJNDb24vFxUW8fv36yBrgxFa4NhRjAVcDMHOb1NUtxwQmkDowMAAAePbs2ZE6M0l4YjwkF3jKfY9zlQAglUqJHKiSgiljSMbQBwcHFRcGKzFFURAOh3Hz5k20tLTg559/xtOnT5FKpSoqkni9XtEturGxUTA8z2ydPwlAlnFRf3+/kPxYWloSz53X60Vtba0Y3M2ZEvPz83j48KEgwJnlooyfWIwECgvfPJdyBeRv2f4KMP+f0aHIgu9er1fX/uF0OnFwcCDYmRMTEwLkM1us+SACX6p9ssMIh8M4ODjQMWWdTicaGhqgaRpmZmZEwm0M6k4DWJbZvPn8F91SMhrMAGYO+wiHw1heXkYudzhIKh6PC3mHSityZKYGAgFYLBZsbGwUba0pZ3TSTLzD4TDW19exv78Pj8cjBpSYfY8gPx282SJarPXebFGJRCKmVeijmM1mEwOXCNxXWuEi22h/f18MmzILxOvr67GwsGB6LtVWgrnfcDiMRCKBzc1NTExMFL2fqqoiFAohFothb28Pc3NzBUAQWwep08Rqq9/vLwhqPB4PgEPJC03TBEBJgIm6jt+q8z5vADONRSu32y2KVFxsSyWwHo9HV3xi0Y/PpVnCF4lE4PF4sLS0pGvzY0AnD4akDvrMzIxIsh0OB3w+HxYXF8Vxye8B14ZIJAKLxYLFxcWKhk0aWX4yW9kIlhqvncPhKMrApTwGkwiuWwCKMkWNTDaPxwO/34+dnR2srKwcq/gis5pzuZwAmimRwc/IgLM83I9rEUEOM2PiRJCKRkaZ8RoGAoGixa6jWDWFUD5TlBNaX19HMpnUgTFGCwQCODg4MNUq57ViYH0UnWav14umpiYx+4Hsw2rkR0KhEPb29lBbW6sbBGgcAFlMi5qFiF+CnTcwg+9PLBZDe3s7ampqsL29jbGxMUxNTek02sm4MkqiGTv3nE4nOjo64HA48Pr1a13B2CyBMg7xM/pHY+zhcDhw7do1hEIh/PTTT0L+wSwel5mfpYBlmRXHbZhpPDOWYlusHEOU8wUy2BOJRNDf34/9/X28fPnSNOk2gsry+mD8nNn5mR2L2+1GT08Prl+/jr29PTx+/Bjv378Xybv8Pa5LBNMBiLipElYzB1zRr/Ae8r7IVmqdqZZoUgqMN/t8KBTCvXv30NHRgTdv3mBwcLBk52GpHIxrtDwQsJpi80nEoyxcUBt1Z2cHDx8+xPz8vOl9k4s8fr8fNTU1YnD2wsJC0U7Ab8XOm08+jhn9Md8zmVxllK26ePEiamtrMTo6qstXFUURsnFG/WXjNuRONTM/5vf70dvbC4vFgpcvXx6rS5jFyHw+X3Fxr5RRlkZVVWxubpaNedkJfPHiRaRSKXz+/BlNTU24ceMG7HY7Xrx4gdHR0SMRGZgbWa1Wod9byTbY+RMIBLCzsyNIdfIxa5pWMCiX8q8n0XlRylwuF65evYqBgQEkk0kMDg5ibm6uomtNED2bzQpfZAaglyK9lJLhK2Z2ux09PT24e/euKGK73W5ks1lMT0+LDlUWnLu6unD79m2sra3hwYMHwt/S5HXa6XSKHFQmLhkLpvL3uZZSDuRbJccBfwWYAXxxjNS6Ar44GybAVqsV8XgcwWBQ6CSyzU9+Ufnw8GEmizaRSGBra0uXINbV1SGVSglWdCgUQk1NDVKplNByNqtinwS4LC8QcotysUEqnIBqfKk5CC0QCCCTySAWi0HTNCwuLhZ1rOUCcCbgwWAQHo8Hu7u7WF1dxebm5pEXEYIlu7u78Hg8YqBJsf2zokfwUp6wHovFsLa2VlB1pdOhg+D1DIfDJwYw0xgEsu16eXm54nY1OmsCeUYAP5FIIJVKmVavE4lEAWO/mmP2eDwVBaocIBKPx3FwcID5+XkxAKzYM+V2uwFAx5ajLjRb0rPZLFRVxaVLl/DixQuRLBLE+tYC6PMKMMvGoMflconhdNvb20in0zo2EoFP+lC2HG1ubor3TQbnvF4v4vG40Ik1PrMcLCHrxvp8PjgcDiwtLYk1AIDQlZSPmfJBBLCplV5tIsx/uU2Px1Og98YhEsCXwLoYwMyklrIv1GQr987yHQoGg9jb28Pq6uqJMpW4fWo1b29vI5lMYnt7uwBglgECMisURSnKqHG5XALIlBnNlOEwvtd1dXUFgd9ZGwPSSCSCYDCIbDaLpaUl03WTk8TNEjKv1yu0neVOnGpkJ3itTiJYpZ+nznk6nda1aVssFoTDYZ3EkaIcSmS9ePFCBy7+0gt/v1SfzGHMBB0ymQzevXuHlZUV0Y5rlHiR729LSwsuXbqEn3/+GXNzc6LII4OkwOFabrPZdLGn3LnBf+UOBG6/v78f79+/x/v37031HelTzfZbzswAarZ+M7GjLEi1z6nyfx1U/f39cDqdGBkZEfrspUgk9IHG/ZWKp+XzLcbsq6urw+3bt9HQ0IDx8XE8fvxYFFPla0jj0EX6Y8ZN5a4B1y2ye0n+4Dorx+SVnFOl19zIXC9l9IMDAwO4fv06ZmZmBEhwFF9EgJ2kCLnVu9z3aMfN84DDa8B2dQB49OgRJiYmdO8FySu1tbXIZrMCVKaUkRlJ6luy8+6TS5mxQ8sodyYPgDcW4WKxGK5evYqFhQW8e/euIOYjWUv+vYxLWCwWBAIB2Gy2gg5Smt1uR0dHB2pqavD69WvTYcblTO52oM85CuHJbLtOp1PgPeU6thTlsNu2q6sL29vbePPmjcg56aPD4TAGBgbQ0dGBZDKJJ0+eYGpqqup3h9eeayQ1fMsZYzC32439/X3xHhPLITkLwFfpRqA8yp07d6AoCh49eoSPHz+W1WkmNkSfSvkMeeBtsdhRVVU4nc4jdy6qqoq2tjZYLBZ8+vSpJBjPOQp37txBNpvFDz/8ULQrnGsEt2XEY4xrIYeqr6+vi7x5f3//mwSaf/UAM2+e3W6HzWYTjkIOoJxOJxobG3FwcICpqSkAKJC7YBDG4IusBuDwoW9ubsb8/LwuQW5ubsbs7CxUVUVdXR0AYHZ2VvfgGlkc3N5xz5ltffyXOl8MnGVjNT6bzRa8IKyIstpdieZoNcZWhEAgICqLa2trRxJx5+Ikv5Bm15JyEkxw+Dvg8OWPRCICYJbvSTQaxfLysnCCbDWJRqO6NsRix3aUhJoBcSwWg8PhQCqVEklgqe9w2KLdbheLNEF0s3ZsWl1dnRjedxbG4CWRSCCXy2FxcdEUMJI/z2IJk9YbN25gcHBQPNeapuHOnTv44YcfdEGY2XCer22/BoBZNsoyMIiMRCL4/Pmz+Dsn8hp1wuSAlwOOHA6HADeAQr8ZCoWgKIqOSRmLxbC7u4tMJiMCMbOgkAFcNBpFOp0uGlgXMxlYlgOifD6PmpoaLC8v6/QPWQABIJK9YgUyl8slksJKmdSU4OH1OG0mqaZp8Pv98Pv92N/fx8bGBrLZrK41mUa/zW4Z6m0DX+4pAWYWofheh0Ih3e/o01taWvD58+eS9+ykkvxKTFVVdHR0YHNzE3a7HUtLSzo/53A44PF4TKWW+L4Yh55yzZKlok7bjECjx+NBTU0N8vm80J7O5/Noa2vD58+fdeyaO3fuYHh4WDx7cnfKLyVwNtp58MksgjQ1NcHr9eL9+/eCYCHHUPl8Hj6fDzdv3sT29jZGRkaQy+VE3Cgzc/gdxtlyUmUES/i7XC6HQCCAW7duIZvNYmhoqCjpwLgNM7C2HOOJxWfGR0xQs9msLhY2fr9UnO5yudDd3Y1oNIo3b97odEeLHVMxYNnseIvtV95msfOVWc3ZbBaPHz/G2NhY0Q5CHhdzBlmmqFgizf/sdrsAPwCIgiqlrkodp1yMrRbYr6ZwpWkaurq6MDAwAJvNhgcPHuDjx48Vtb6bPW8soiqKIvRSj7quHCUX5HWrra3F7373O1itVjx48ABzc3NoamoCACF/wTyVbdw0m80mWIB/9clfz5jHspvPzN8Rj+DQduNzS2ZmKBTC8PAwNjY2TDu+zHJTdou5XC7RDcY4y3icdXV16O7uxuzsLN69e1cVyCr7GB5HMSIQOyyqma0hDxymnytV3AoGg+jp6QEAvH79uqzMg6ZpaGlpwe3bt+Hz+TA6OiqY29W++w6HAy6XS3SOGEkvZsa81ufzCTZ0NpsVhJWjDiWVzdghVO13a2trcffuXcRiMQwPD+PFixclh+sFg0Ghs+3z+eB0OpHJZLCxsSGeLeMzK8ekZ0lcUFUVLS0tuHfvHnK5HH744QdMTk4WXbvY7cO8k++w8d01dvtxltTOzs43pdn8qwWYjS9FW1sbMpmMGLhHzRdOgZ+bm9NR4QFzTTAODDOym1tbW/Hp0yedQ6irqxNg3/z8fFFndZLAstw+TFkBOZH1eDwF2rdkHhgXHqvVKvQkrVYrJicnxYtQjoFwFCBV0zQEAgF4vV7s7+9jbW0N6XS66kCH10FOXo0tCPn/Y4ApilLQFkSNZzozfreurg4LCwuiEspnJRaLlQWYOUzgOMCOw+FAJBKB3+8XrE0zEJ2gLaf1Mvi12Ww4ODgQ4LhZO3Y8Hkc6nTZdxI9yXys1i8UCn8+HRCIBq9WK+fl5XcuW0ZxOp3i2CSbzfimKgt///vd4+PChDignMx34MhjxawPNvyaAmcApO0nC4TDa29vx4sULuN1uEVDz3TIbyOP3+8VgseXlZeTzeSF/ZHy3ampqhF4srbGxUUhCFGtLIyv+4OBAaKFXY3KiDUAXbCiKIoZV8n1iMEE/Ixc/jSYXA2VJiWLriqZpQtpD1kg+bZNBBLKmnU4n0um06J6Q11ey1cnUNYIv/M8YiFEaSQa4rFYrmpqaBMBsPF8ZiOC+zWYoVHuu5YxzAlwul1hXl5eXRQHE6/WazgVwOp2CQW80PvtMzE5iIGApMztXRVEEo5ka6K2trZicnNStMX19fZibm9N1+3g8HlitVqTT6TNNDMrZrw3MYGyQz+fhdrvR0tIigIWPHz9iZ2cH7e3taGlpwejoKObm5gqARgKQAEpq2Zux0giG1NXVYXh4uGhb7VHBR6ORNcYcgexlzvYwi/3lY6DJQHpnZycSiQQmJycxMTFRFGA8CVJJKXBW3p58rPy9rNXc0NCAt2/f4tmzZ1hZWdH5RF5nY3elzEA367ykWSwWkS+RDV6KFSaDTQRq5dbiaq5NpUBzKBQSLLH79+8jFArh8ePHePHiRclYnfsoBoSx/Z0a90d5Vo+TF7K9/969e7DZbHj06JEgN3Hb+XxedKga7yM7ZUhM+Rbs1+KTud5Tj7bYYDPm5cYcUFEOB1lfvnwZnz59wtjYmG6GiTwAmuC1nDsBEO8Eh88bfTFjcWqAj4yMmOaTZmYkX9CfmJH6jgqkyURAAGWBaY/Hg+7ubrjdbrx58wZLS0siv6/k/ZOvR09PD9LpNJ48eYKJiYmqyVos3LPrI5PJFLyjZkZpK+YSZuunTNQp51/Iri4m5VeN8frcvHkTHR0d+PTpEx49eqRbc+TPGnEon88Hr9eL7e1tAd6bSWiUOqfTxC+o033//n1omoYHDx5gYmLCND8j4aelpUUMSTcC7ix083t2ux3hcBirq6sCv/kWgOZfJcCsKAoCgYCoIgPA3bt38erVKzF4Jh6PCyDTbKiBHEDIchjU66QeMT/X0NCAyclJ8ZD7/X40NzdjZWVF6B6eFrgsVwDl37ECJDOfPB6PTmIAKASYCVBGo1HBKKbGaTlWyEkYA8xQKAS73Y7NzU2kUqkjBWq8d7x/8hBAI8BM4xBGY7tRU1MTFhcX0dTUhA8fPohjiUQipswz+d56vV4BKBzXbDYbgsEgIpEIdnd3Rdt1Jc6GAYbdbhftfDxG4DDgJuPQaPIgxdMyRTlsLyVjfnFxEaurq7oigLH63tfXh8nJSZ2EyG9+8xu8fftW9+xfu3YN4+PjSKVS4rmwWCwnUuU9qv0aAGZKZLD4xcW0paUFqqri48ePsFgsYoDC4uJigT+mpi0ALCwsFOhwE6SS34Ha2losLS2J99xut8Pj8WB1ddX0XaFGqaZpWF1dFaBXpSaDpQBMQRAOHZqcnBSBPgtW/KxxSCm3LTOdOZyHILvxvbDZbAiFQnA4HFhbW6ta2uO4ZrY+aJomNPhzuZwIrshK93g8YmCcGcPGLKGPRCJYX18XOvhsyW5vb8enT590wbFZKzXBell24yQC6kquj9PpRCwWg8fjwdraGtbW1grWZuDLvTQrYtrtdjEwhoAZGc1n7dMURYHL5RLdBYuLi7r1rrm5GaqqYmxsTPyutrYWXq8XHz58qKrV/bTt1wJmqKoKALo1nR1guVxO+EwmzSMjIwWFOVk6zjjEz8wXGgFW6lp+/PgRb9++NU3IGeMysTyqcS2SfYrdbhfgiPzelAJx+Xur1YoLFy6gp6cHs7OzGBsbQy6X08UdZts5SaZVtbG4DAS73W709vZiYGAA29vbGBwcxMTEhLgOpY6xGJDLtQqAkERh1xk/b2S9mz0nHCamqqqOVV7N+VaTXynKYWv8vXv30NbWhtHRUTx69EjkjGafL7Vdq9UKl8slpKzMyCDGbVRaOKjEeF05nMrtdmNoaAjj4+M64EIeqgzoO6q+JUbzeffJ7OYlAMV4Ru6WBQ47mlRVxcbGRkEu5vF40NfXBwB4+fKlLp7g+0q5UBanCVKrqiryLwC6vEs2u92Ozs5OxONxjI6OFh0mbzQjsCwPnZPPoxK/W+oaUvYuk8kIfy8TxmRzOp3o7OxELBbDu3fvisocVGOqqqKxsRE3b95EPB7Hhw8f8Pz5cxGrV2pcm1wuFxRFOVaxisYhg6WKZ3JxifeFsnwnkfs7nU709vbi+vXrWF9fx8OHDzE9PV2xTjOvi3w9ZHAZKPSTHCZYqjv6JIyM/vv378Pj8WBwcBAfPnwwffaYw5F4NT8/L64vuzllSV+v1yswGz4XlEf5WvarAphldsPNmzfx5s0bMUTvb//2b/HnP/8Z+/v7oiV/bm7OFESQgVqCIgQbPR4PQqEQpqenxfcI+C0tLcHlcqG2thYWiwXT09NFHcJJAstk6soBH2n4TF75eWqaykbQMZvNwuv1IpFIYHd3VwA5rIodl3VxFJNbrRm4my2s5Uxe0OTWe6BQ/9rpdOoqvDzPjo4OTExMoKOjAyMjI+L3dXV1mJubEwmW3AZI83q98Pv9mJmZOe4lEUbWbywWg8ViwcrKClKpVEXXhgE/AQmCrF6vF5qmFQxoAg71mdk2e9oms+IcDgeSySRWVlZMWVNMhNletLW1ha6uLqTTaUxOTorPdnR0IJvN6iQZQqEQ0un0V2NpnHeAWWYt19bWwmq1iut/7do1TExMYGNjA5FIBC6XC1NTUwVDKyKRiCjqsXNE/jsHpMlFFovFglgshoWFBSElIL/zslksFvj9fiG3UCywLmUyy7YYCML3rb6+HmNjYwKIcbvduiCBEhg8Vgb+MrPO5XKZTrBXVRXBYBButxsbGxsnKmd0UsbEOxwOC1mk9fV1se4aWdby+mY8FzKY29raMDY2JooJ7e3tgsFMFobFYilghbMLgsb1oVy75kkaWeahUBeBeEUAACAASURBVAiZTEYMdpVBrGg0qtMSp7ndbjgcDuGvefzyGndWYC2ffU3ThN5nLpcTkiyhUAgXLlzA0NCQ+I7f78elS5fw9OlTUSSXn/WvZb8GMENVVezt7YkWTWOXm6IoaGtrQ2trK4aHh5FMJgveBXkyOpNXGQhkEY2fkQHCQCCAGzduIJ/P4/nz50WTPxl8PKoRaCB4BkAALTxeI7O6HNhXW1uL/v5+pNNpDA8PI5vNCkJEsYT3NGPncts2Ho/8MxPjO3fuIJFICFazDJQXA5vNmMvGgery54w61wQvi7HqqOHM9TKTyRx5fa4U1Pd6vbhx4wb6+/uFTjNjfHmbleR2BL0cDsexW5yPUkxgcTUcDuPWrVtQVRXPnz/HzMyMyB/log5lY7hWck0BcKrkknJ2nn2yy+XSycN5PB6R73Dwtaqq6OzsBHAo3yC/A1arFW1tbbhw4QLevHmDmZmZgmfVLH7id0mK83q9WFtbK4iz+bmGhgZ0dnYKZnSpocxGnwd86YwgTmO2zpOJW81MJubtLLbzuBgHmZEd2tvb0djYiPHxcR3b9CSNzOirV69id3cXz58/x4cPH6ruilRVFW63W6wvZnKmxzEZO2NXz2kb5SXu3LkDh8OBx48f4927d0XnsMjH6nA4hKzq2tqakJIBvjDfT7OoW84sFgvi8Ti+++470RVTrHjOOQmJRAJLS0u6AfRmfpl4B8/lpJ+FauxXAzDLbR8WiwV/+MMf8P3332Nvbw8ejwdXrlzB8+fPEYvFsL+/L6qDsslBCJO0fD4vbjKrCH6/X2g1A4cVGU3T4PV6EQqFMDs7i1QqVfSmnwT7l6CDHEDk81/a/i9duiRYcmSjMlAz0vGZ8MdiMSiKUjDA7zTZypVum8fOAVJbW1tIpVJFdZaN35XvBRMWXj8joOV0OnXVOyYeFy9exNjYGLq6unQAMx0DcFjpM2vFYWFCfm5Oygg4RaNRuFwurK+vY3l5uSJmLrVPZZ09r9eLZDJZ8N1oNComvJ6Vyaw4p9OJ1dVVJJNJ3UA0+T222+2iyyAcDuPly5fib7FYDLFYDG/evBG/4/N0ksB/NXZeAWZKOchDY65evYrJyUmsrKzAYrHg/v37GB4ehs/nQyqVKmBbOJ1O1NbWYmdnR1fdlT8DHDLrc7mcDigkwLWysgJFKT08LhaL4eDgwJQ5Xc7oQ2RAspg1NjZia2sLXq8Xnz9/htPpxM7ODlwul26IiMvlEvprZgm3WbJAkNzv9wvfeNSA+TT9vbx9AlCBQEAUCVKpVIE0DtkUZoEv9axbW1sLAOapqSnhA40zGHh+RoBZNhbhqIl32kEcGQ3y80jmeTEZJrvdjmAwWAA+k0UoxwVnEYTK7fMARCEhl8shnU7jwoULOp9st9tx8+ZNDA4Oiu+pqgqfz2da5DwrO69ghpFdChTKpjGe7enpQSqV0g3nkbcj3y8CinKrNQe6yl1SLED09vaiqakJz58/LzkcpxgoUs35ssjJY2CuQN1SOYauBGAOh8Po7++HxWLB8PCwrouEZsZUNfv9aVip4yj2eflcvV4vrl69iqtXr2Jraws//vijTvKDn5PzA+7TbrcDgNDRN947mRQD6Bnjxn/NjpMDoHK5w0HBpSSiyp1rJd+x2+24fPky7t69i729PfzlL3/RrTPFAGazc2duwbhI7iA8C6NvDgaDuHbtGpxOp5Cjkd9vI8uV53JW4EwxO48+me3/lCzM5/NiGC8LLl6vVzBtP336hKmpKd194P1cX1/H6OioTn6M6z+tWOee2+1GPp8vCuoGg0H09fVhZ2cHIyMjJTV0aTJjGYDuvWdMxb/Lx0g5R2q2l9s+cw12zZQyVVXR3NyM9vZ2TE9P4+PHj+I71ca91RQ+rVYrampqcP36dTQ2NuLz58949uwZFhYWqlrfWOwhRlGMmV2NcX1kt0mxWPG08gKSge7evYv6+nqMjIxgaGioog5STdMQDAahaRrS6TQ2NjaEv5LXXHl9PksfxsLe3bt3UVdXh2fPnmFkZKSgwMD7WlNTg3g8junpaZ1UKd+dQCCgY243NjaKTtCvYcV8snrWB3JaxsU8Ho8LkIjaNbJe8PLyMurq6oScgNl2aNQ03Nvbg8/nEw7I5XLpfqZ5PB7U1tZibW2tpMj9STzgRskHmanEIIBtivybvH+j43A4HEgkEmLwUKXi9Ed1Nkf9HrU5t7a2YLPZBNNaURQdq9ls23Qu/NcIzBSb0KsohxqmMrvCLMiSg8S9vT0xdMF4/Eamh2zUOzrKcL18Pi+ujd1uRyQSQVtbG7a2tpBMJkvqrjJQl3UY5WsgX7vd3V0xrdhoPp+vakmBas5tfHxcgIFdXV1YXl42ZVRxmEw2mxVaZqxuEuDgdoHDoY5tbW1fDWA+j8ZWfY/HI5gQLM5xIXS5XAAO79fs7Kwu2CRj0+v1Yn5+vqCgwVYhOSHltvm8ki1U7H1SVVUUZLgmVMsMAr4EmZVIErhcLh2oYUzsuV05KSiWwMq+isWr7e1tzM7OFiSL5Y7rtAFlo8nABCV+lpeX4fF4EIlEEIvFsL6+jtXVVV3wb2Z2u13n22n0Xaz2O51OHSvH7DtGoy8ku5FAtxk74iRsf38fy8vLWF1dhdfrRTQaRW1tLZLJZNGEjsC70RgHEBjXNE0XJ5yWGQGo7e1tzMzMwG63IxqNIpfLCfY9n/OdnR2R2NAikQhWV1e/KqBx3oykBJmVb4xJ7XY7Wltb4fP58Pr1ax2DlSb7J4fDIVg0Rj/Gfcr+qLm5GQMDA5iensZ//dd/FdXBPwk5DFlnme8AgIJp7Iylyz1rPp8PV69ehd/vx8uXLzEzM6M7PjlWop1UUlsNmFHt/o0J+MbGBh48eIAff/wRzc3NuHfvHv7hH/4BIyMjePr0qZglIwNIBHn4zhe7p2TLm0kSyv9fLI7f3t7G9va2YDmy3btSmTP5XCu5pjs7O3jx4gVGR0fR3NyM3/72t/jjH/+IH3/8EaOjo6ZMxFKxNodrOxwO+P1+oaV5VJCo0udLzmlSqRT+93//F36/Hzdu3MDvf/97PHjwQEhKybGJnAMQdP6rHd9IoKB/cjgcOiIYn0m73S6kzp48eaLT0LbZbOjq6kJNTQ2Gh4d1EpbAoW8mo9cs1lGUwy7RfD6PTCZj+gzKchgjIyNYXFys2Jdxn4zpSWIyyh0at8ec1Ox45fhN7p6R4yOzAhs7NLq6urCysoLvv/++oBO3VGHLDKCsZm06ODjAzMwMZmZm4HK50NHRgb//+78XRcq3b99WRJYjWSCdTosiLmVudnZ2qjommXxALCkajWJ1ddW0S7nUsbndbt1Qwmpyilwuh4WFBfz7v/87vF4vrl+/jn/6p3/C1NQUHj9+XPKZ293dxeLiImw2G3w+nyjWMM8yK/Qaf0e9cbNY57iWy+WQTCbxH//xHwgGg7hz5w7+7d/+DS9evMDz588FgMz7MDMzg7m5OTgcDjQ0NAjSDTuzqctOm56eFkXdb8nOBcBMB2Oz2dDa2orZ2Vnk83mEw2HBKnA4HKKNdmVlpSgLjtuj3hSTSrZXAxC6wBwUqGka6uvrYbPZMDExURSkOIkgkw5VBiXotI1gJtsAja1P8sKlqqrQoV5eXsbMzExV1fSTSvyOsp29vT2srq4ilUrB4XAgGAyiqakJOzs7SKVSunYJs/3JTkZOtBh08lqTHbuzs6NjaRgXPg5i4DOjaZopwFzK2CJ1XI1mAnaLi4sIBAJoaGhALpfD0tKS0Ds1MzJ6AGB9fV0kY3JAsLe3J/StjOb3+3WtSadhmUwGnz9/Fnq8HR0dWF9fL9DkBQ6vw88//ywY2Qxa2GbC49ze3obD4Shguf/VqjdZ72x/fx/t7e0YHh4GcOgruYj6/X4EAgEMDQ3pAAaC0Bw0OT4+bspgYCsh8AVsJTNne3sbVqsV2WzWNBmirAwHBVJGoVKTfQD9iBlLy1jIInOQSZq8HZ4/QUwz6Qv5c/Rhbrcb4XAYe3t7mJ+fN2VpV5p0V/udk7ZcLicmlTOpunDhAnZ3d4UetpkZu1HkoJnXmD7ZCAbRigXDlGchw1Iu7rJb6jSuFdn4GxsbojOFA0qXl5d195nHZWbU8t7Y2BBANOMZWd/tJM0sWVQUBdlsFtPT01heXkYwGBSJzNbWlvDBfKflIufX1v08L8YkdG9vTwxTBaAjIYTDYVy9ehUzMzN4+vRp0ViZMbeqqjqWmfE9onxRNpuF2+3GjRs3YLPZ8P333wuQ0iwBBI4nhyFri/L5Y9Gfa4K8X5k8YGYOhwO9vb1oaGjAmzdv8OjRo5JkBvn8zc6xEjsOmFHseMrlIfLv8/nDbpyxsTGMj48jEAjg2rVr+Jd/+Resra1hcHAQY2NjgvXmdDqxv79fMLzVWPQrBlCaHWcpI3OP3Zcs3lbaLizfl3La71xPxsbGMDExgWg0irt37+L+/fsYHR3F48ePCxhkpdYUAuXZbFZ0vhIkqxbArQbE4ee5FmxsbOBPf/oTfD4fBgYGcO3aNbx48QITExMFBe5yxdi/WuXGnGRnZwcbGxuCnMO/0R/V1tbiwoULGB0dFc8XY5x4PI4rV65gbm4Of/rTnwr8kaIo2NvbE/MljPeOuMjW1lbRImJjYyM6OzsxOTkp5EWLmVlhzZhHy8UYHg8HgBq3ZWbcvqZpgkBSLOaVQeF4PI6enh5kMhnTd7WclSJ7HMUymQyGh4fx8uVLRCIRDAwM4J//+Z8xPz+PZ8+eYXZ2tqK4h4Vd4BDPoWxCpXrpfM7cbjc0TUMmkxHYlplPLLVGGvd3lGuVz+exsbGBP//5zxgcHMTly5fxj//4j8hms3j48CE+f/5c9Bnc29sTnbFutxvRaFTMkuI1yufzprEyByieFNHGbJ3N5/NYXV3Ff/7nf8Ln8+HWrVv413/9V4yOjuLZs2e6zsqDgwNkMhmMj48jkUigrq5OSJPyXT5uXHDa9ouXyGDL28HBAaLRKBoaGoS2X29vrxCed7lcWFxcFI7ILLEkMGIcjsPqEB1SU1MTmpubMTo6CpvNhmg0KoaQFQtOjvvQckEhmM5zZ7LQ2NiI+fl53cRqn88nBlzJ+rKsllJvdH19Hclk8qvqapmZ2ZTxSr5D+RIOQFhfX9ctXmZVSDPjMCq2sTGI7urqwocPH3D58mWMjIyI7fBZpPPSNE3HsGS1uba2Vqf/K5vb7YbX6zXV2TyOkeEYi8WgqqoA5ithTHASL5mGiqIgEomIRUi2mpoaMYjxrEzTNCQSCYRCIaRSKSwuLpq2ngBf/MXVq1fx9u1bXRfD3bt38ezZs7LaT6dh+XMkkeH1ekVQq6oq7ty5gwcPHiCfzyMej6OmpkZIXVBCiO+6pmlisOPc3JxOZkYG/y0WC0KhkCjEsL3P4/HA7XZjdXXVdDIx8EUOI5fL6daESk0GMUtJJoRCIezt7elAUYvFgp6eHqyvrws5EA5ykKd4l9O0Izs7HA5DURSsrKyUnI59Uibv/6QC7XLbYsEhHA5D0zSsra1hZWVF57taW1sxMzODCxcuYGJiQtwXto6l02lYrVa43W5TKYxAIGCqN8j9c3iv8bhZ3AWgW3tPy9iZEolEsLa2JjpTgEMt2Pn5+YJjMOoz89jlbhWCJ2dljGOoO62qKlRVxfLysi7RbW1txdzc3Jno/ZtZpX75W/fJgH5oF9lyfHZY9Gpvb4fL5cKbN29MiRL0eVarVQydImvULAElsKBpGlpaWtDa2oqRkRFMTk6adgCYFeWqNT7XfMYURREFT3mANaAHDWQgWD4uVVXR0dGBjo4OjI2N4f3797o8wowpZ7wORzFjjGrme+XimbwWFTsm47aL/b3YMdBsNhtaWlrw3XffIRaLYXh4GI8fPxat9aXAGLkoe9zrY/Z8Uh6NMUi1BcBqjo/sz2vXrqGvrw9TU1N48OABkslk0WPk74HCe6tpGtxuNxTlcJhXMWb/SZqxKEvd6XA4jJGREfz888+6tZbv0tcoQAPnxyezOMeOEqvVilQqBeDwGjudTrS1tWF/fx/v3r3TFR1cLhf6+vrgcrmEbr38LMlgsqIcyj/KslVWqxVNTU3IZDI6qUHZKIext7cnBgWa+Q2zZ1l+puibij0zmqaJ4cXy32VmsvH3LpcL+Xy+JIlMPo/e3l5YLBaMjo5idXVV9/fTeI7LFauKGdfJ69evw+Vy4dWrV3j9+vWRBo1zOCqAosx03qODgwPR8U59Z+Zk8qBXfqfcmnHS15S639999x18Ph+ePn1atHPEeCxutxt+vx/5fB7r6+ti6KNcbJM/b/zdaZj8Hrndbly/fh29vb149+4dHj9+XECk4X0Kh8NCH31zc1OXu8qSOmdtxXzyLxpgttlsQpwdOBzelclkROWnra0NAJBKpUy1kOWbLA9QMurnulwu5HI58TA3NjaKyY0cgldMv+ckXjY5iTUy5hjM9fb24u3btzonEo1GxTC/VColtDyDwSBisRi2t7dNWZ9f0/giARADqo66HbvdLtoldnd3hQh8NQEnQWEyvrLZLDo7O/Hx40f09vZiaGhIsBFlSQw6eBrvk6qqJQFmgkazs7Omfy82rKBSU5TDliw+G+l0GslksqJAlgvQ/v4+IpGIqW5UJBJBNpstkJ9RlENN2Uo0u45qmqYhFouJToXFxUUdMCG/i6zWsjXx4OAA165dw6dPn76K5ud5AZitVit6enrw6tUrHBwciK6Cly9fQlEUXL58Gel0GrOzszrpIqvVCr/fL1riOdiERqYCE2ybzaZrJ7Tb7fB4PACAra0t08CDchhut1sU3ap9j2T/VO49bG5uLtDF0jQNFy9exO7uLqanp7G/vy9Y3cV01OTnluAJQbmVlRVdEeu0jdp5cuv6cYGCaoxawx6PB9lsVrTxNTY2YmFhARcuXMDnz5+hKId62wSYeY1knWvZ/H6/kFYxmqIoaGxsLACY5b/TLzJYP23GLTXnIpEIdnZ2sLi4CEVRTLUTNU1DIBAQ8wFkY0ujrLF5FoP1jCCO0+lEPB6Hqqq6d7O+vh6ZTKYgKTwrOy9gBgAd4EqwgQVjkiY+ffpkqoUsx8rs9JGTmWKJmdVqRSKRQFdXF1KpFF6/fl001jhucsd1gXEXfyZrjnGfXFSR92dkTVssFjQ3N+PKlStYWlrCy5cvTYt4ZiD5cc6jUuNawPNld8b29rYOzDEyAau99maANj+rKAoCgQCuX7+Oy5cvY2FhAY8fPxbPkAxcEsSXCRjU6z6KvyyVW/Hes9OOnUzVgjTyuZYzp9OJnp4e3L59G2tra/jLX/5SIJ9i3Hax7bJgTkbhcYCDanJQGZj0eDy4efMm6urq8OOPP4pOMg7L/VqsufPgky0WCzo6OrC2toa5uTkxeBQ4xDWCwSAAIJ1Oi3yEYG1jY6MgOY2Pj+viUKfTCavVKuId3k+j/45EItjb2ysYWAl8kcNIJBIYGRkRJD2jHzHDOvgvY3pFUcq+32Y5rVmcraqqKBxV0nnl8XjQ29sLr9eLV69e6fJVs3fiJPx2pX60ku0EAgH09fXh0qVLWF1dxdDQEKanp6vqbqBer9/vF/Gycf0tdi3of9iRwjVF/ny153kU0qBx25FIBLdv30ZLSwvevn2Lp0+fFiWHyN9zOp3w+/3Y2dkRgLuZtJXZeclA/Ukb9+l2u3Ht2jVcuXIFHz9+xOPHj02H2QOH7+iFCxcE23x3d7dgKPxZ2rkEmOPxOBoaGvD8+XMAwK1bt4S4fTweh8PhwNzcnCnYwJdA1lRkghgMBnUgk9frFcCkw+FAS0sLcrkcZmdnS04CPi64zAVFZi6whZSLB1tjr169iuHhYd2xNDQ0CNBidXUVLpcLdXV1ODg4wMLCQklN3rMy+dwYfDJ4icfjVWk9FTNWPP1+P+x2OzKZDNbW1nQtE5UYX+729nZMTk6it7cXz549E1IYDoejoP1Hfsa4r1IAs6ZpQtzdzHw+n2DiHNc0TUM4HEYwGEQ2m8XS0lLFYJXH4xHt4bKj9vl8uko8TVEUNDQ0YHp6+tSfOU3TEI1GEYlEkE6nMT8/X6ANyWNi0LK/v4+6ujoAwNjY2Kken5mdF4DZ4/Hg/v37+O///m/k83m0trYKf0N9YOq7c2Hl8MaDgwNTiQcWxdhOze/k83khhaFpmmhxMmM1yXIYKysrRwpyZAaI2T6MQGtHRwcmJyd176rb7UZDQwMAYHx8XOhVlmJiyOymSCQiWLylpG5Oy+TCKpMI2Wef1fGQjRwMBsXaMTs7K3yMxWJBNptFY2MjUqkU0um06NpZW1srOE5Zo91oBJiNQ3VosnbbWV0TmUnq9/sRjUahKIeDedfX13X7pKaeWVdMTU2N6F4iKMNtnyVLTQadIpGIWEPIlJ2fnz+T4zDaeQAzAIjryAIvhwNZrVZcvnwZdrsdL1++LCgAywmXzWaD3W7H7u6uSHKNCaMMQng8HiGHIWv2Gu04EhI0mQQAQAy2JNjKY8vlcmIQIc+LsbS8/0gkghs3bmBvbw/Pnz8X8cxZM7eK7YeAFBNKnoOqqnA6nUK2JJvNnlnCabPZcOHCBdy6dQtutxtv377Fy5cvdTMRaDxe+fmp9hmo9Hoz/ufAsKOAtdWAT+wEuHfvHiwWCx48eIAPHz4U3IdicmzGTi12oGSzWZGHnqbJ7FPgcM0fGBhAIpHAixcvBND8V4D56KaqKrxer/ArlJbRNA3t7e3Y3NzE+Pi4eG8URYHP58O1a9ewu7uLoaGhgvydsYcsCybP0NE0TQzGlL/L90iWw5iamjJ9ZmUQmf8a3w2+19T0NX7XrAhpfKbl5w84JABQzqUcwOpyuYQm9Zs3bzA5OVnRkECz3xmvkdnxm32eHUHHzdOZozY2NqK/vx/hcBgfPnzAyMhI0fXUeLz82ev1CrJkPp+vaAC43BHCfIvrjdm+jQC0cVterxfpdPpEfIfH40FfXx8GBgawsLCAwcFBzM/Pl902h0e73W5sbW0hnU7rroOZJBuf6eMOUixnBML7+/sxMDCAiYkJDA4OFuApzEVDoZCQkmRX57fUgf2LBpi7u7uxubmJz58/w2KxoK+vD2NjY6J91OwFlJ0Jkym5omOz2eB2u3Vtmj6fD5lMBrFYDKFQCEtLS4Jhd9xKldl3gS+sZTp+4FAGxO12Y3d3V2gqMWDu7u7GixcvdPslgw44bAF2OBxIJpMVD/A7LZNBZTmYkRnZANDW1ibanU/KNE2D3++H3+/H/v6+0LisJmjj/Whubsbi4qJgyBiH+nGQCY3tosFgUCyUxv1SQqMYWy4cDovjPiljlTMajSKfzwud5nLXRE50qKunaRo8Ho9oEZStubkZU1NTZxaYkukZi8WwubmJhYUFUwY1n8FQKITm5ma8fPnyzKuA5wVgbmpqQl1dHR49egQAuHnzJsbHx2GxWHSSLAyGI5EIAoEAFhYWTIevAV9kb+iTGSxxAEj+/9i/ZkZm5MHBAZaWlipefGUfJfsqs2eXTCljt0V3dzfev3+vY2qTTeDxePD+/XvB8ChlZLTwGqytrX01TVoWCYyBs9xlw8LTWRjZw4FAAC6XC5qmYWZmRjAWGxoaBBhP37u6uiruq5zIlwI4mpqaTJmdAMT+FxcXdcfFoBTAiQ/VMwP2vF4vYrEYNE3DysqKmDWhKIf6g2YAczQaxebmZkGnB/VryRQ6C58tJ6tsm6Wm6szMzFeJWc4DmAF8GYLJArjNZkM8HkdbWxvGxsYwNzdXcI/5TjDpAVDAWjb6RD47XV1daG1txejoKD5//lxSDuM44LIshwF88UNkrMpACPcj631yv3a7HXt7e/B6vejv74fP58PQ0JAuYS2VzJf6+0kZC0B8L1kAKsYu5FBT4PC+Mc+pNGc56nkpigK/34/r168L5vrg4KCQRTHuj+xEY0u2PBDsKGYGsjgcDiHtQnJQtaB2pc+s1WpFXV0d7t+/j3A4jCdPnuDly5e6AW2VFlwsFgtcLhecTqdg4J1FjCqvYU6nE1evXkV9fT3ev3+PkZGRb4otZ7Rv2Sc7HA7BNAYOMQa/34+amhp8+PBB5HcsGl28eFHkJpwxBRR2FxAckwHmfD6vY2Cadaf4/X709fVhd3cXo6Ojpl1e/KzZf7J8Z7FOPIvFgtraWiwuLur+bsyT+VmyaNm9WKzDjGa329HR0YHm5mbB7jbTdZavl/FvpX4GCvV0S/mCky44KsqhHE9PTw96enqwvb2Np0+f4tOnT2XzGvlYWNxwOp3QNE1ISpY7Vk3TRH6vKArW1tZ02JnZM2l2HPJnT8LYFXrnzh0cHBxgcHAQExMTZQsRNpsNfr8fbrcbmUxGSKka5U3kwslZYRdcv/v6+nDjxg1MTU3h4cOHBQOv+e75fD5omgabzYalpaUzH8J6LgHm3/72txgaGkI6nYbD4cDFixextramk6yQTQZvWWEjo5XmdDqhKIr4naIoiEajiEaj2NrawtzcXEFwKm//OC+OETgBvlRTGHS1tLRgZWUF6+vr4oF3u91oaWnB6Oiobns+nw9er1cM8COw/DUH5sgBv8xY5vnJgE5ra6uo4p60MWALhUKiDY3awZVWBYEvg6P29vagaZoYLsJkQGb6eDweoT+byWRgs9mgKIqOhUIJjampKdNjCIVCovpY7LyO00rn8XgQjUZ1WqflAAaeK6+D3+8X7djyNauvr8fCwkJBMGGz2ZDPn54GqKqqiEQiiMfj2NraEkCz0VEDh+8/WZqnMU22mJ0XgPnmzZtYXFzE58+f4Xa7ceXKFTx79kwX6JGVU1tbi0wmg4WFBd3fKTdAP0XmBScmMyAmg9fsfaUchtPpRDKZLDt4Vf5ZDpT4X6lnMxAIwOPxYGZmRscG6e3txcjIiC5AqampEZON+XwVaxuT29s2Nzexurr61XXyo9FowQRj2QgwcX2VQdzTMPl+kSERDAaRy+WQqTkXmwAAIABJREFUTqehaRrS6TQymQxUVUUwGMTy8rIOKODxJRIJ2Gw2LC8vFwDoDQ0NmJ2dLVpgiEajppr0/DvNWEQ9qhXz8wRR4vG40JtOJpNCTsa4X7/fL66VcTt8D6nde1oDAc3OgedHRjOHFJ6mxJKZnQcwAzjsnKDf8Xq9GBgYwMbGBt6+fVt0XgFw6Is1TdMxgY2fk/1lbW0trl27hsXFRYyMjJh2iZ0EsAzoWcv0ORzgRx9MAFzel6qqBefidrvR09ODuro6oREtf+akwYJqjO8iGVRy/mEshJp912q1itb5/f19UXwzboOf5++N2yl3/mafoVbzrVu34PF48PLlS4yOjupyLmPBwm63o76+Hu3t7eju7sbExAQePnx4It2M3A8ltlh0OYp8RqXPMLUz7969i/b2drx69QqPHj0qShIpBcJQO93tdmN/fx+bm5unzqrjfo2M5lAohJGRkRMnAZWz8+CTOdxvd3cXgUBASMOxu4rPF4e/ra6u6vwpANF9KcthANB9X9M0UaQxe04ohxGLxTA6OlrROyaDyjK4rKpqycKHDIDLZgSYLZbDobA+nw9bW1tYXl4ueUzsGLh48SI+f/6Md+/elQRc5fVN/n+zfNBs3VIURec/v4ZZrVbU19fjxo0bSCQS+PjxI4aHhwukBUsZ86hwOAwASCaTQi7S+Dljscvn8yEQCCCfz2NtbU0U69hRb7wuZ3GdWNC7c+cOIpGIGKBYrlPfarXC5/PB4/FgfX29oOuHPt6s8EfMzkya7iSM62Fvby9u376N+fl5fP/990gmk6bPK+fQjY2NnSgJsZydO4BZVVX8/ve/x5///GcxLXJ5edk0iZLBWrIt+QCFQiGdHIbP5xPBtKZpqK+vh8vlwuTkZFmQ4rgvEWUclpeXhV6tcWDG5cuXMTExoQvcKXPA1n4GNOFwGKlUCsvLy6KqaWScfA1jwJvL5bCzs1NUbL2lpUU3ydjM5EX1qMZKViAQQC6XEy3V1YI5THJYxeU0V6/XC5vNhmw2i9raWmxtbQmGssVyOFiSwf/BwQESiYSuSi1bIBCA1WotqhNMKYHjmsPhEHq12WxWaHVXEkx7vV7hpOUqYE1NjdCAks3r9cJqtZ46oKuqKsLhMBKJBLLZrJC4MQKKPIeTuI6V2nkAmC0WC/74xz9icHBQJP/Ly8s61rKqqkgkEnC5XJibmysAtoDDZzydTotAx+124+DgADs7O7p3rFgRkcNL0+k0VldXK2Li81854GQAbWSfGgHhmpoa7O3tiYGDwKFP6erqEkNAnU4nPB4PDg4OCiQajNtjAMfp3saBdidtTB5lpnWx9zwWi1U0HJQ6p2Q/nRSwarRix0pWcTAYxO7urgCN/X6/YDDzeHjPVVVFKBRCIBDAwcEBVldXsb6+Lnzy0tKS6Tqjqiri8XhR3XyPx4OdnR3d9WCh9zQDb7vdLmKDra0tLC0tFWjIuVwu2O32Al/H7gKyssloPiug2Zj4aZqG2tpakQSdlZ0HMAM4fAa3t7fR1NSEpqYmvHv3zhRMYBLFGI2AJH9n9FNc210uF27cuAG3241nz54V7fA7iXiN23E4HAAgdDk5wI/bZ2HEGF8y1gK++OmLFy/iw4cP+Pjxoy4++VoAgmzMW0pJ1lQCADPWlIHVSphrxn2U21cxcCYQCKC/vx+9vb3Y2trCgwcPMDExIeJEj8eD1tZWBINBJJNJ0Zna29uLW7duYXd3Fw8ePCgLIFVzTQjSUT6DBJFqrFT+ZzwGr9eLa9euob+/H9PT0/jhhx+wtLRUMaAv3wPOncjn8wUDn07LZKDZ6XSis7MTExMTutjntO2X7pMV5VDybXNzEy0tLfD5fHj9+rWO1EZQKRwOY2hoyHR+ghkwKxfR2P1jJhFqsVhQX1+Pzs5OTE5OYmxsrKp8VyaIkSjFAmYxKzY/iOfB2L25uRmZTEb4hlLba2pqQnd3NxYWFnTXkMcIFA5iNZrZ383eR+Y0cp4gg5HyduQ1ppRRntVY4DM7hmLmdrvR3d2Nq1evYmdnB8+ePcPPP/9clT+gpAelBwk0E0zn+g/oB5A7HA4Eg0HY7XZsbW0VdFfK2BWtmG9zOBzQNO3Ic7f+f3tf+tVUtm0/k5z0fUuPKCiCgAK2pVa97sv78N54/+y9b4z7fnVvVQ2tshRRRAG7UpQ+BJKQ0ASS/D5w53afk3PSQFCoceYYDhWS0+699tpzrTUXj8215tatW+jr68Pc3ByePHlSU6eZciBerxdWqxW5XE4lu8h3o10f5ObJjVxnPe9XHg8OhwNDQ0O4e/cukskkfvrpJ6GPrr0POQjyNfCnI5jdbjd6e3uRzWZxcHAgpAr0XhyJDZJ8HCCMXMibq2AwiHw+j2g0ing8jmQyqdLsPEpkv17E4/GKTrLaTMuxsTFMTU2pjFJXVxdKpRKWlpZEoyxq6sokTDO07poFauTJpLdMSFqtVpw/f140cDRCIBBAuVzWJaoaBbOaw+Ew3G438vk8Njc3VRsXLYycbqvVilgsBovFgp2dHRHhunz5Mg4ODip0fjlGy+UyYrGYCApoz+v1ekWTMj30NFmGgjITwWAQhUKhIhvUaPyTkJCzbiKRCPb29irKr9xuN/x+v+E9NRs2mw3RaFRkky4uLorSMW0mwNfCn4Fgdrlc+M///E/87W9/AwBBBHGRDIVCaGlpQSaTwdraWkWJP+eRVm+ZNpnvxWij7Xa7kUgkUCwWRePKapDPyf/LTrOc6UWwnEo+/4ULF0Rwk/B4PDh//jzevHkjbBTXKi1kB9vn8wkZnPX19Zpdko8DreY9Ua0RR0tLi5BeMAIDdtx0ys+VhM/X1GrmM2UmpqylzGCFLJUBHL7naDQKj8cj1gAjB5WZ6UYEcyKRwNbWliorWg6UnJQEBcc3M7c5ruQmeg6HA4FAoIIgsFgsaGtrq8jKlolm9q34WqCGoCxFctI462QGEQ6HMTAwgGw2izdv3lQE5+SNDDV8tdlo2qx5zuuLFy9iYGAAs7Oz+OOPP3SbAdWbhKHd6MvHkI/ldrtFEIuyHXJpK6Xj6EPxu/Q5AeD8+fMYHh7G4uIiXr58Kfy8aj79SWQyGxGyRD3EcaN+PTW5WaWgl6Fez3Uf5VnY7Xb09vbi/v37iEajmJ6eRiqVgs1mw/z8fEWVGzMkOzo68P3336OjowPT09P4/fffq2Y31vseOY6dTiecTieKxeKRJCgaIZqdTieGhobw3XffIZfL4ZdffsGHDx+qNiHjs9CuFXKD4+3t7YaCBkeFnL0K4KtkURNn3SbbbDa0tLSIJAj6I3yeHR0dGB0dxYcPHzAzM2MY+Nf6afQnPB4PrFarbjYqcOiHj4yMoFAoYHp6WhWwbZT4YhKVtgIgHo9jd3dXtS/XI5jpFzocDly4cAE2mw3v37/XlejgtVFq49q1a9ja2sKzZ8+qkpJHWYfk77KRqixLRNk+Vrzv7Owgn8+rGiTXWkus1sN+X5lMpil+lM1mQ3t7u2jM+f79e0xMTCCZTDZENlKuiL2V+I601ebacwcCAaH9Ty1gPYJZtmHa99FMGQr6CdeuXcPY2JhoQFtLp9lisYhkTwCiAlIOXhtd91HXRKMAiF7ggUHx77//HhsbG/jHP/5Rl/b0SeJPRzC3t7cjEokYZhbzRctagjQSnMwulwuKoghjZrFYEI1GEYvFUCgUsLi4KBxxPYf5uIs4FwiSra2trUin08jlckKq4MOHD6pBfO3aNUxOToprAg51eRVFERlyRtmm35Jg1ntevH86kNoIWXd3N/7444+qx21paUGhUGh6tqndbhdlIACwubmpSxBpSSr5HikZIf/s0qVLsFqtmJubMzy3oihiTMiLGnA4ZqlZq4fu7m4sLi42PXrFcv1YLIZyuYz19XWR3VcNdB6YhWO1WisylY0yAC2Ww3LvZjQ01IPNZkMkEkFbWxuKxSIWFxcF8QKYBHMjsNvtOHfuHFwuF16+fCl+TrK2ra0NiqJgcXGxgmijU8L/y0E/Es4cM0YZpPXIYRhBzlxn47RAIFBRJWC1WtHX14c3b96ofj44OIj379+rCG0GZaj7XE0Ti/Iy8XgcpVIJ6+vrJ9KtWL4PPWJZhtH6lkgkajZJdLvdiEajWFhYMDw3j3/SWbwyXC6X0MWWg4bymqhHBIRCIUSjUezt7WF9fb2iSQnJ2OXlZd17icViYgOiBecH38VJZh1YrYdNDhOJBCwWi9Da9/l8utUjzNrW+gwkYdiAmETzSb9HZjEbNcg9CZx1MoMZoPF4HE+fPhU9OQjaPgYi3G43CoWCof8oj/tEIoEbN24gk8ng2bNnFXNKPsdxxgbnCKvC5N4pzDCSG/cBEPIqWrtLonJ0dBTpdBrPnj1TrflG19xsYtmIQJYDcdoArF55eTOugz0EbDabyGpuxPdplLQhSLBcvnwZi4uLWFxcNCQq5SBwIBDA+Pg4xsfHkclk8PPPP9fUW9U7nhERzCxvq9WK7e3tI8lnAPU9D0VRcOHCBfzwww9wOBx48OABZmZmDJ9DNQLGbrfD7/eLPW21xJhmQeu/fQ2cZZvsdDoxPDyMtbU11T7NYjnUGx4fH4fD4cDjx49VJe5MPmBVs9Ye0EaS49B7Hw6HA4ODg4jH45ientYN1Nbgg8Q+vVZwmfZYPp6e1rLD4UAoFEJraysWFhYq1icZTNoaHR1FqVTC5ORkhSZtNdSqCtCei/tw7R5cC3IvXq8X5fJh9q9RwO6o87HR9cfr9WJgYADj4+MolUp48uQJXr9+faS9dKMEvdvtRiQSgc1mQyaTUe3H9MhZo3M1C1zjLl26hNu3b6NYLOK3336rWDP0zs3xabfbRWKNLLklBz30An82m63qXk7rB9TKpJdht9vR39+PH374AblcDv/4xz+wsLDwTYjmPw3BzBJrNm3S04vh34qiwGKxiEhMKBRCLpcTRk7WQbLb7ejo6BBampTa0HM8geOVzsllRiTu1tbW0N7eLiQEotEo3G43Pn/+LM5HvaTnz5+Lge12u9HR0QEAQtv3tBDILP/g7/Qmr94GgERzS0sLlpeXq5IQlJyopTdznMgSs5rZbGBjY6OiE7WciV0NFy5cgMvlwszMTF3nptPABZ2kqJFWVnd3N5aXlw31tkql0rGyDaifm0gkYLfbsbm5iY2NjZrH5Hz0eDyiE60cxezo6NAlpDo7Ow3lQpoFNv/q6OhAuVzG4uKikDH4WnPpLBPMTqcTfX19WFhYUM1DZopHIhGsr68jlUpVPE+t5j01P7e2tlTZknoOs8XyRUMsm83WJYehhTazlhkg1K+l/j1waK+6u7tV1QcWiwXDw8N49eqVIN1YZZDJZCpK9rT3T71ci8WC9fX1ioqV40AvS4s/k8e2nuNPewaoCVi3210zQ4r20iijl8fnuwVQkWl4UmCfhnQ6rSpt5N9G6wQzVmKxGBRFwebmJjY3N0UjsUQioVvqDEBoQuutUQyi7e7uCn/FKEvkKNC7H25W4/E4XC4XNjc3kUwmK8YAmyVrryUSiSCfz2Nvb08VOOTaclLv0GI52b4MejjLZEY0GsWVK1eQSqXw5s2bijWado/kBnCYAcmgvzbwAnzxQ69fv454PI7ff/9d5YtoSVntzxoBx5ZMaFDyZn9/XxB/JD7kKsNyWd3Mz2I57KVy69Yt7O3tCXKilr/WDH9fPpZcHaUN2shSHto5R/+J76XZTUOBL7IjzErc3t4+0fksn9eopNyIhADU5Gw4HMbjx4/x9OnTukqs69kP0F9VFOVIxHu182h/zqzM+/fvo7W1FU+ePMHTp08rCCEjglk+Hqt2nE4ndnZ2xJw+KTidzoZJ+OPgrNpku92O8fFxrK2tqRLHFEVBb28v+vv7MTMzo6tprbXHsh1RFEVo7BvJYXR1dWFwcBDz8/N48+ZNRfDKCDKfwn05+RT+XEsiyz6d9v5pjxVFQWdnJ0KhEN68eVOThAsEAhgbG4PL5cLz58+FNEAz7TOgbhq7v79fM3Cu9bHZBI82mtJ+1faSjQavqvmpevfT2tqKGzduoOef1c2PHz/GysrKkW1CvecmOcs9fyaTwd7eniEfxGMDlc+EspW5XO5YtkzWaQ6FQpicnMT09HTNhB5FUeB0OuH3+1EoFASPyPuQpU60HGS9Dfe0917vc2YT0H/913/F3t4e/v73v4vGyl8LfxqCmVm6epEYviC58ZrsVEciEVXpNQlnRtA2NjawtrZmWJLSjEwMlrFwk08NxFwuJ4iYYrGIrq4u7O3tqTat7DI7NzcHh8OBlpYWOJ1OrK2tnZjI+FHBDXk1XV2n06kyODKY+UqnfH9/X5QSy59tb2/H1tZWVYmMZmXCKoqCQCCAcDgMi+Wwi2o2m1VtYmqRJMy8f/XqVUNjidHUYrGIaDRqSDB3dnYadhENh8Mol8tN0TrmM43FYvD7/dja2kIymaxZ0k+jq20c1d7ejqWlpYp76ujowOrq6lfrmB2NRnHhwgWsrq42VWqkFs4ywex2u+F2u1VVBB6PB21tbTg4OMDS0pJqPMrzXda8Bw7tO8cEg4N6BJnb7RbZ9MwSbhRy1rJ8jmg0KhqfyRt9n8+HSCSiasBps9kwNDSE6elp0eWdGQzV5jebl/G5yetSM6HNzi6VSnC5XKpKHj2CWft94AsBW2tO+Hw++Hw+wyoLgmQ1r69aCV6z0Nvbi+3tbZUEUb0OO5+Dy+VCNBpFIBAQxwJg2HmdpYN62TmUIFpeXhbnsNlsqizGk7JBsg0PBALIZrOquRQKhbC7u1uRzRoIBFAqlZDL5VQbHtp1Es0ncd2BQEA34/SkcFbJDJvNht7eXqytrVWs93LWMrM1teSEtvya3zl//jxGRkbw9u1bFWmt9ZPrsRNG4BxgA79yuVwxnpxOJyyWL9nzgLq6hQGsQqGAYDCIsbExeL1ePHv27Kv5E7wOQm/M0u7RtzOa7/I74+fl+2/2fGA2O5/hzs5OwxqTQGOl6NpgKPdI9Xw3Eongzp07GB4exsLCAn7++ecjV/Jpr53EO9fNk5QTsVgOK7bu3r2L/v5+zM7O4uHDh2IO10MwE0wGIfl4lL4y1UBJwWKx+FVkOYizapMB9XuyWg+b2V2/fh3b29uqgILWhurp3wNf5Iwoz6BFJBLB1atXsbe3h6mpKZVsnUyEydcnJyPIvysUCrpVFdz/0WdXFAUAKiqyKFnU0tKCjo4OJJNJLCwsGM5RJncNDw+jpaUFU1NTYk9Waz41Yn94HwxmHhwc1E0KGp1LTkyz2WzI5/OiIaf8Oe31GSUD7O/vH1suz+12o7+/Hzdu3ICiKJicnMSrV68aSmphlUQ2m63bT7darfD5fGKvl8/nVc+hXuKdvmUz/EpWz9y8eRMXL17Emzdv8PvvvyOdTlcleBVFgd/vh9frRaFQEA3P9T5L4rlWpajevR4FNpsNFy9exP3794WE1Le2yWeOYNbTh5QNpawPyA6rwJfyUJkEoc7ywcEBFhYWDJuYHZdYpmOizZRjNgidxUAgIJzfvr4+JJNJsZkql8sIBoOiDMPv92N9fb2iYdS3hqxxV610iiSRUeSIZPz+/r6qXEUmJUulEtrb25HNZg039wBEib5MDB0H3JhHIhFRUkqdzmpGl4tvV1eXIKgb1V/ic+M4kks2gMOs72w2q0um+/1+OJ3OpjfksNvtiEajCIVC2N/fFwGPejJEWG5NSQLt3E4kEshmsxWLq9PpbBqJwffCzFWr1YqdnZ2Gyq+Oi7NMMDscDlUjiHg8jkAggOXl5YqsTa2GsTboF4lEkM1mDRdlEnJutxtra2u6zpGWENWCjrORY9vd3Y2NjY0Km5JIJGC1WlXEqcvlQl9fHz5+/AiLxVIx7rVrh91uRyQSER2LNzc3T6TsmX/z/PKz1Do9RhnMQKXTzCyUagSS3++Hy+VCMpmseo1dXV34/Pmz6hwkV4GTaQzY09ODg4MDkcFBLVKr1dpwcxFFUUQGvcViQSqVUmVGE0aN9HgMowaBLD/m3DrJLDS73Y54PI5IJILt7W2srKyIjZyWPHC73XA4HBVzm9fLrCquT1+z2UizcZbJDD3QByU5VCqVdKvetH52JBLBjRs3UCgUMDExobKN8oasniB7retjYgHwJdOXJCp/LgcGSWhoST+v14vh4WG0trbixYsX+PTp01eR5KlFKgNfiGU5I7nadWmrT3geZhVS37TZZDO1idlQcWdnp65mz0eFTC7XIiD0wCrPH374AVarFQ8fPsSLFy90yZlq+zq933H943qxs7NzJPmMej9PyYQbN25gcXERP//8s25Tp1rH5p6Bwfutra26Kg61a798XT09Pbhw4QJKpRKePXummxxyUjirNlnLUwwMDKCrqwuTk5MVz497PI5b2R5bLBbBG7AJqxYulwtXrlxBKBTC9PQ0ksmksJ/aYA7/1v6hLTbKjDayc/Tf+HOuNz6fDz3/bOA3Pz9fdQy6XC4MDg7i3LlzeP36Nd6+fdtUnW9eOyumKUcp2082STxu8zb2JPF6vWL+cc3V+tB63+f+qlnBIavVing8juvXr+PixYtYWlrC48ePsbS0pKqMke2w0+lEW1sbotEohoaGoCgKJiYm8Pr1a8Hx1DP/FUVBKBSC1+tFPp8XQS+tz2Bkx44TuNYDbePIyAhGR0eRSqXw66+/YmlpqaZOs9frRSAQwN7eHjKZjGqvIideAKhYs30+n9jnngSq9dE5CfwpCGbtpld+iezuyQ2Nw+GA2+0WmyCHwwGn0ylKr9va2hCJRLCwsCBIWm10uBnRBZfLpdIU1XbYZAdj4HDhXl1dRalUQn9/v5A6YJZXIpFANBoV5eZfs8FOLegtKkZdY4EvkTmjzGObzSZKvLQEBDX4CoUCYrEYstls1RIHGseT0G5kRCscDkNRFGSzWaTTaeGE6y3mwOHiRYI6l8thc3Oz4Y7ebFzJDJ+DgwPRSC+fz1csVm63G8FgUDezkM7EcaKkNptNNJkE0JBOM51f7fsOh8PY39+vIPtIZuvpmjZyvXS8OZ7YjftrOcvEWSaY2SjI7/ejtbUVuVyuolEP8CU7h5mczODY2NhQEQt6wRF+loT05uamrq02guxIy5IzetDTVAYOm6myYefu7i4cDoeQPzAiUzkH6VgFg0HkcrkTs9/cGACVZdhAZYdhPg9tFYZ8DPnY3HDIhIfWOfR6vbDZbDUbr5w7dw7z8/OG6wMdfxLNzXDGLly4IJoCyw1aGp3zWrvu9XoRi8Xg8XiQzWZVDRrZmVovg9lqrd4gkFneLI9nluNJ2SdtQ0A2r5SfPbNYeD98FiwP3djYEO9PGxQ+azirZIYWsn1kZiolEGgztBly1Da+evUqurq68OTJE8ONVzVfr5Fr5JzUzndmlMkECD+j9dsdDgdGRkbQ09OD2dlZvH37tqGMtJOErEEPoO4KBS0xRPD/9Iu5ttEfbCboL1Habnd3t6nn0BII8rvWI2OMjsH1i5ITFy5cwMzMDB48eFC1KaDecYwgZ3jv7e1VSObJxwEa0xvV/tzpdOLKlSu4e/cucrkcfv75Z90S6Hqym9kQsFw+1IqtRpBrv9fR0YGLFy/C5/NhcXER7969O5EAeS2cVZvMed/S0iKajr148ULXNuk18GO/JhKVensfm82Grq4uXL58GR8+fMD79+9VFdkE55UWMvHKKnCjPaGRzWfQKxwOY2trC06nE93d3VhZWUEmk6mqlW6323Hx4kX09/fjw4cPmJ2dbZq+t7wHkAN8za4C4XuWK/J4Xu7B2XBau48BUOFP82f13l8j98EEmdu3b8Pj8WBqagpTU1PIZrMiAayrqwsOhwPLy8vCfrL/QmdnJ969e4dnz56pErJqXQMr3AOBAPb395HJZAT/YWQXadf1bJzX6xWyWUcBOcS+vj7cunULAHR1mvW+53K54HA4hE2Vpa7kcSB/R6/PwlnGn4Zg1pJ11MzREhN+v18QVsDhAGRWc0dHB7LZLFZWVnRFvptBLBOxWAxWq1VsxmiQeQ52LmbGLrNLL168iNXVVdHYJB6PY2trC6lU6qvootUDWW9Jj2jQW4DkZ8xSCy2cTifcbjey2azqXehpHns8HgCHGxA5EqZ1jlpbWzE/P1/1fo4T9aGhIQmWSqUEkVuN/GIWXDAYRLFYxObmZsM6Q3I5KbX8ZOKez8LpdCIajWJpaaniGCzZ1/tdo2DwIB6Pw+FwIJ1Oi3FbDcxUByAiqUbZf9WyAmudg042HSgSht+yEuCsEsx819FoFE6nEwsLCxVdqYHD+Wu32+H1ekW5J5sL7ezswGazGZJ8brcbLS0tODg40JV/qYdclrO9qulXsinWy5cvKzbPrCqx2WzY2dmBw+EwLE2UjxcMBkVmaCqVOhGyQ94wkNDWm29a4lhLMNMZkolombQGoNJRl39HG11PpkEtgpngOztOVrN8PW1tbfB6vVhfXz9SBlqt8zBDPRQK4eDgAMlkEtvb22I90/tOR0eHrs68xWJRSQfxWVNm6yTlM6xWKwKBgCpYSKLZarWKNY5gQDkcDmN9fV21/srlpydBfJ0kziqZIYObGVbpHBwcqLKWjYi99vZ2jI2N4dOnT5idndWdK9qA1XHgcDhU1TCyP0mtc/kPxxH9TKvVit7eXgwODmJhYQEzMzNfpdFZPZCbjfN51aP/rN2cau/F7/fjypUr2N7extu3b7G7uyvIIT6jZsvVMNDITF7K6JyklI9MNOsRMNrPA1+elc/nw/j4OG7duoVsNouffvqpLuKgFvHK9yPLZ9TyB44DRVHQ09OD+/fvQ1EUPHz4EG/fvlWtw3rn1iNlqCdqs9lEQ0DtZxRFQSwWw6VLlxCPx7GxsYF3796Jfem3mldn1Sa73W6Mjo4iGAzi8ePHqvVTboqntcf0gZg0l8vldH3gcDiMq1evYmdnBy9evKhIuqpGKBPcH1mvVqv3AAAgAElEQVQslpoBJFlTWQb3VSSWHQ4H5ufndZPJZEK7p6cHQ0NDgnjn9dcK9lSDTCrz/uQ1q9mSMQ6HA8DhesUkOQCqngHA4dxyuVwol8sIh8NCOkImumU7J3NG/D/vyyghpBr03nsikcD9+/cxPDws1vxcLoeFhQUVES6/C4/Hg4GBAVy7dg3b29uYnJzEhw8f6rYPJN1DoRAsFovo5yT7IsCXxEwjglnmDY4D7hPb2trw3XffIRKJ4NmzZ5iamqopser1euHxeLC/vy8kY3hMLa9Yzx7pLOFPQTDLoJNjsVhQKBTEppcvlaXWHHDBYBA+nw8tLS14/fq1YTM8bXnWcXHhwgVsbGwI48pj08jZ7XbR2Iqp9larFR0dHcjlcojH49jb28Pq6uo3yaw0Ag1DoVAQ2Z9ayOW9BDcDwOE7kfUBKTuhKAra29vx6NEj8Tu5nFBbikCSRN54y5sUp9OJlpaWqhIZFsthE5i1tbVjPxt2OqdmlVE0Tv43S1ZDoZAgrtLpdN0ZBvw/S/j29vZUWrbA4bM3KsfmM2+WjAivx+VyIR6Pw+/3I5PJYH19veY45n3w/tgEU4bdbkc4HNb9udVqrYh6M7vO7XajVCohn89je3v71JAdZ5VgtlqtGBwcxO7uLhYXF1VZ+LKjCkDI+9Bx9Pv9KBaLIjikBeUwKOtiJINTjWCmbeBmuxYR4nA4MDw8jOfPn1d8dnBwUMydra2tmgRqIBBANBpFoVBAMpk8kU7r8uZbtossQdOCNtKIYGbZpawDrP18e3s7PB6PaK7KtVRLctd6Pt3d3fj06VNVWxCNRkWjOTp/cvS/2lpNMpabCWYAWSyWppZbyvckZxT6/X5Eo1HY7XaR1ay3Tra1tRmWPnd2dlZkjfI5MJPwJG2YxfIlO9vpdAoZkEAggEwmoyJ8LBYLotGobiYLqxxYkqotRz2tOKtkRmtrK1pbW7GysoLNzU04HA5YrVbRq8MoEYABw4GBASiKgpmZGfGeZcjkZzPeocViEYkWsoQc/5BEk88rEzCdnZ24du0aUqkUpqam6pLo+hqQA3Cydmi91yYTJPL3gsEgrly5gmAwiHw+j97eXrS2tuLDhw949OiR0B+WZWtOohEbSRQmNlCfuJH7q3ejLb9/AKoxUA/sdjvOnz+PH374AdFoFBMTE/j99991iS8jIsPod0x0YmWA/K71iKGjgvff0tKCe/fuIZFI4MmTJ3jx4oXoU6M9T7XEGVajOJ1O0TvC4/Ggt7cX586dQ6FQwNu3b7GwsHBqgjVn1SbTb/rw4UNFdrLL5RJ+lJaDYOCNc1i73lNOIhqN4sWLF2JP1MgcpD9BWct6fFUjgtnpdCIYDAq/p1p/JHId165dQzabxbNnzxqWKtO7H/lvgr6jTCwfh7yWjysTy9q5RuLZbrejVCqJvTnhcDjg9/uFnjkDPnpzWQs5Wa9cLmNra0v3nrTPQuZPmOjDxBmS/ays5vXKPr1eoLmtrQ1jY2OIxWJ4+/Ytpqenkc1m636+tJ+hUEjoG8vPSa9aSXsN8u/o+x/FP6adDYVCQqd5bm4Ojx8/1vWHZLhcLrHXlSVAal0vfS8m75wl/OkIZm3EJhqNqqIs8XhcZNLEYjEkEgksLy/DbrfrSgQ0M6IgOxZsiEKSRZ7Y1BV2OBzweDxIp9PY3t6G1+tFV1cX9vf3sbq6KhyW0wDZUMmZMY0SzJxM2WwWbrcb4XBYdLTP5/MYGxvTFSnXEiqEvLHXdh4nUcUsMb0ggtVqRU9PD/74449jPyNupmkQ9crJtefXjgsGREqlEjY3N3U7QVdbHDm2AAhyBTh0coyy5c6dO1chIyKP5eMsxA6HA9FoFJFIBLu7u3XpNNPIx2IxJJNJ1fumk83mWAQladbW1gSZUS6X0dXVha2tLWSz2a/a8bpenFWCGYDI4AkEAkgmk4LQo8Y6bQNL5ihhxECAz+dTNSm1WCwIhUKIRqPIZDJIpVJ1b0D5tzzvGtGmDAaDOH/+PKanp1VRc7nBXz3aXLFYTEhnHLe5KI+rDSbpEcv8HUk87fe0VSV6BDPfj/zcmIXKknqWagaDQdHEhNJAzLip5iBbLIeZuwsLC7r3x591dXXpNmuSyWOWIdJOyTrO2mx1l8uFQqFwIuupkY1kkI0B1XQ6rdIOTyQSuvrzwKG9ZuNhLVFx3LLARkACkMHCfD4vMtlkcjIcDlcQz8BhJdfGxoZY+zkOT4tfY4SzSmYEg0FcvHgRkUgENpsNqVQKHz9+FOS/bAPoK7FJzOXLl/Hy5UukUindCiE5iGQEOdjEz1YLlANfdEe1PiPnN8cN53ypVEI8HsfNmzdRKBTw9OlT3ZLjbwGZCJWv9zh+FOfX0NAQgsEgZmdn8fHjR2E3vF4vLl++jBs3bsDn8+Hly5d4+vSpqIosl8uqJIx6z9kIQeByucQ6IWfFVjuGw+GoWlXE69D7t17SSTVwXEYiEdy+fVsEjR88eIDPnz+rfJBqgUu9kmfep/Z7J+Vr0k+6ffs2enp68O7dOzx+/FjVBJXvXO998z5o2zs7O9He3g4AyGaz+Pjx44nqhB4VZ9UmA19ITpmY1Y4nBvmtVqsgDnO5nCBHZbvd1dWFgYEBIYeh53NVG38kP9nTpt4gAolJ2fdg5qfVahUVYtWIzpaWFoyOjmJ/f19ILNRzzXrXov237N/KxLL8/Dhvj1p9Q5mcYrEotJprVfSQjGa1gbwXZUJWIBCA0+kUUpe0o7xePdLUKJBlZMc45+U+DFo/ksFDkuf7+/uiAq2aTfB6vRgYGMDg4CC2trbw7NkzLCws1E2acr8VDAZRKpVEEks9BDPtnbwvYKV9o+9Z3k96PB5cu3ZNSNs8ePBA9CkxAisOWOWj3Qfq3YsRD1ntvk8D/jQEMydZMBgUBslut6OlpUVsVm02m9B26ejowO7urij91ytNq+Yw13KwjKLZpVIJNpsN169fx+TkpK4eqcPhUBGiOzs7IlMomUyKSN5pIMO0UUHeMyP3ehFPueyHoLPDxdPv90NRFKTTaeHMUENvYmKi5nXJxIceySLrQWlJSi3B3N3d3RSdZqfTiXK5rDLYJER4Pdxw6DnG/L+c1cxOwZlMpi5CgeOW78dms6FQKCCRSIhsOe3zYkah9joAiGy544Jl1LFYDOVyGWtra0Igv9q98PmR9AIOs/u0ZLnNZsO5c+ewsrIiSrLZSV5Py/m04KwSzHQ06YxsbW2J8q+LFy9ienpaOETUX6ZjKpNNfKcejweJRAKlUgkrKysNd3OWnTC/3y/09evdKHd2dsLj8QhnnWsNdRarHcPj8QhJpPX19Ya6M9cLmViWMwpkaDMS5WvQBv04r0gc6xHTMlnPzwFfnFqHw4FgMCg2Q9lsFtlsVqXrzM/L18LAQjV0dXVhaWmpaqdx6hPL5ImRE8zA29euBpIdespObGxsIJ1Oi2xzPQe8tbUVm5ubFUExkgvb29s1s42akaUjw+PxwO/3IxgMYmdnR6U37ff7xWZLHmdyJrp8Xc0K6p8UzjKZQb+S+u+tra3IZDJQFAXb29tIJpOiv0c0GsX169eRSqWEzdbKRtVDLGuhJQNlu8Rj8d8sL9UeXztmyuWykD3wer2YnJzU9Wn0ruUk57xMNPL/AFSb21rXoPd7BtmHh4fhcrkwNzeHT58+CVusnUPMvLp69SquXbuG/f19TExMYGZmBtvb26oNeD3EbqPPjCSKw+FQVYlVS4agf1rvubSkkvysG7EnbrcbAwMDuHv3LhRFwa+//iqaAlYjmOlbG63DX3vPxoaWo6OjWF5exq+//ioCCyTR5L1q+Z+JQWyA7nA4sLW1ha2trbozWL8VzqJNZuIBybpSqSSqd/V8NAbw8/l8hQYy1/7x8XHs7u7i+fPnukkMeolMBH06EnAk4+qFXAnGwFd3dzdSqVRNfy0SiWB0dBR2ux2Tk5NYW1s7VtCNf+vt//WI5eOC9pMZ3HI2NK9Du8bpXTf9Vbkhshw88Hg8IqOVvzfyW+X3XO28lGpitnS9kj6URKLW8O7urkqW1Og5UWYrFAphbm4Or169amgP7nQ6RVV3NptVJSJp71GuVtSOBaPnIX+mns85HA709/fjzp07ODg4wIMHD1Q653pQFAWBQEBwOHLFp9HcJJlOvghAw3P0a+JPQTBzQrpcLly7dg2//fYbyuUy2tra0NLSgufPnwM4zBjq7OyEzWbD0tKSYYlGLTmMWgOO+lt0Rvg5RiDZnXJiYkIlVUCwhNxms4nOmuvr66qS4G9NLvt8PlFqLRtPolGC2Wq1wuv1IhqNAgA2Nzcrys3p9E1OTtZ9nXTu9Zw9kiA0InoEBAnmWpqg8nMwgrYDsPw94EuWNQ2JdgHUOzZJHGatpdPpCt00LSmktzkMhULY3d0V5XTyuXp6erC4uGioq1UP2af3zvXAAAN1mlOplNBf0n5OW/bCBTmRSGB1dVWUXjMTZmxsDC9evFB1t/V4POjq6sLc3FzNe/gWOIsEMzcolJ64efMmJiYmcHBwAJfLhbt37+Knn36C0+lEJBJBIBDA7Oys7tiw2+2Ix+PweDxYW1truExO3tyXSiU4nU6Ew2GR4S5n61Qbm0NDQ0gmk0Ifj/ak2neY2elwOISURzNJM21wTyZ29RqwyCSy9n6185NBL2qcah0zZgTw/3ImrR4RwmoUztFMJiOehxHRXA0dHR1YXl42fJ4cg8wIke2H7OjL56NeZjMyaBtZoxlcZUYEx3sul8P6+rpuo9pYLIZ8Pq+yZbwnBtGNGtxyvdMLwB4H3FjRb6EMjNxAS7v5aGtrE5ko8vOIx+O6FWWnBWeRzGBWGv0cp9Mp7ITdbkdraysCgQC8Xi/m5+fR19cHn8+Hp0+fIpVKGW6IgaMRZxyDDOxwHsg2gcF0ktqyjdCS0MPDw2hpacHLly8xPz9/5HLSZvrXfOayTdFbO2o9R60P19raiqtXr8JqtWJ6ehpLS0sVhAZ9Wj0wq/DGjRu4dOkS1tbW8PjxY7EplrUrT6J5qJzgUC6XdaVx5GdHO3UUqUI5wFzPui2Dz+nevXvo7e3FzMwMHj58iGQyqbvOAVBl9skJN82SjTkK7Ha7IEC2t7fx4MGDCsLP7XYL6abV1VVYLBZBXBklvZwmnDWb7HA4EAgEsLu7i3w+j1gshu3tbWxvbwsOgXtsp9Mp5opekMPlcmFoaAitra149uyZSlpLa1tk0owgsQxA7AGPYgfdbrcgl4PBICwWC9LpdFXpsUAggGvXriEQCGBqagqLi4tH9r+098WfkU+RA2jNGss8NoCGbWW1Z0yymj6zLHXD3/t8PgQCAQDA9vY28vm87jXo2UyOMcqWpNNpVZVDI6CP7/V6ReU6m2Rr120Z7BVw6dIlbG5uYnJysqpfrwUbzDKjOpvNqng37lMaDTACX/aOLpcLAEQiUbXnoygKOjs78f333yMQCODRo0d4+fKlYUNM4Av3xb5DelXpAEQ/Lblyq729XUgtnkacaYKZm2A6H11dXYhGo4JQvnbtGjY2NvDp0yd4PB60tbUhn89jbW1Nd7Adx1kGvmR9AV827PIGjmRcIpFAe3u7uE75++VyWWzGmY29vr5+oh3iGwGfkd/vV+lHa0HCT49gptg/Nwh+vx+RSATAYfaWERHj9XrR29uLFy9eHOm65cVHW/Imk7t0eDnJu7q68Pnz56rPX874M4LH40G5XFZFlXn/MnHG7GutlIWW+NBuOrxeL0KhEGw2m8gW1G6yqumuMYpJUoZkSzQahaIouhFlluzUQjAYrKlPK8NiOdTyTiQS8Pl82NzcFDrN2nvXfi8cDqsIes7D8fFxzM3NqTJI7XY77t27h59//vlUZsydJYKZ2Zg2m01EY91uN27cuIFffvkFwKFE0fnz5zExMYFIJAKfz4dkMlmhC8wM4UQigXQ6LWxgo9BuSCORCOx2u1iQOdarlRpZLBbcunVLZDDVGieUfXG73djc3KyZid8o9IhlmRg2srskmAktwSw39GO2s578Dr/LTC2ZYK61RtlsNmGnmMmWTqdVnaKrESNEa2srkslkhcMt697JNkwGrxuAatPM++bzY9VMuXz0xnn1+BR6Y8/hcCAcDiMcDuPg4EDVTA84tKflclmsG3KGpNfrBYCKALpMPPEczWzCpZcF7/f7EYvFYLPZkE6nsbGxoVqTOjs7cXBwoCKTKcnw9u3bM5eZocW3tsmE3EyRVXROp1MQ+2w6VCgU0NbWhpGREXz48AHv3r3TfQfHJWEZAKLtkO2HHPBjLxJ5cyef1+l0YmhoCD09PZibm8Pbt2+/ijRMLcg2RiZ2jKQhahEN9FE7Ojpw5coVlMtlTE9PY3V1tSL7m6i1GebnnU4nenp6cPv2bbS0tAhJBc5JVq9UIwrk49U6p5ZYl33vYrEoxigDEKz8o0wge7xsb283rJlP0oDvohF/1Ov1YmxsDLdu3UIul8Mvv/yCN2/eGDbN5T3V8+zka9MGvJu576N8wr179+ByufD48WO8e/cOiUQCAJDJZLC3tycqyeTAJdeL04qzYpOt1sNGuXa7HZubmyIRho36AIgq5v39ffT19SGRSODp06cVfjIrM4eHh/HhwwfMzc2pdOll2yD/ke0TQTsMNF5FxM+HQiGhFVvLZ/J4PBgZGUFrayump6dVsj5HhdY3lu9VloQkaXsc34drmJ6+cq1rbHROy3tz2UbyeNRrdrvdODg4EHrNekFHq9Uq9LCtVisymYwgppsBh8MBr9cr9IZ3dnaEBr9exU65XBbE7OjoKDweD169eoXXr1/XLSPI5AyZ/8jlcigWi/B4PLBYLKoM6Wr8AW23LKfaaHCN1UV3797FuXPnMD09jSdPnlQl8Ml5MAmA9841RJ7P2u8YJZN8a5xZgpkERLFYFJus69evY3FxUWSn3b59G69evYLP5xMEmdECeVRymcaLEUAOAJZhcJDIC/SlS5dwcHCg0vXl5Pf7/YII/9ZdeWWQqAHUZK3R5oPkv1EGc7FYhN/vF2TgxsaGSsBeD263GxcuXMDMzMyxnol8/Xo60bIx39vbE5q+RgaJZEstgpndtWVjYLVa0dnZqdtET3a+ZRkIuaswIb8bh8OBUCgkHHFmNdOQ18rs4TG4sbDZDpsAUotOu8HTK2HkM6aDSg3Oo0QRHQ4HYrEYwuEwcrkc1tbWKqoDtKB+GMmh/f19XL58Gaurq6pon8Viwb/927/hl19+OZEGX8fFWSGYGWkHIEhj4DBDMZFIYGpqCsBhQzxGtynton2HDAYWi0WsrKxUjf5qUct5O3funIjUy2Sm7Exr51U4HEY0GsW7d++qnltRFEQiEdG4cnNz81hOm142hvxzo6wEoznGoCePIX+O89io2kPv3PLad5SNPhsJMdOFQTHaOZkE1iIUCgndbhIRHH90+PW0/mXoNfvgGkyHmCSBHHg8aiaX0dislpUnV3RQMmpjY0MQhHIzXH7e5/MJh5rvSSYt+DyZbdSsxiFG90HnPx6Pq7LXy+UygsEgIpEI3r9/r/pOf38/5ufnG5r7XxNnhcyg/6BtZOpyuVAqlYTvQyKX5OWrV690m4ECxyOX6VvJWUXyZln2Y8rlsor4ln9HUvTq1auYn5/H9PR0zQyjoxCgjUIryVMvSVPtvCQFh4aGUCgU8OrVKySTyQo/UH4+gL7drHUNPp8PV65cwY0bN6AoCp4/f46pqSmk02ndTXe9x5VJHu0GWb5uvcQKea/Bvg783MHBAba3tyuq9upBNSmLalAUBT09PfiXf/kX0RTwyZMnhtVV3EvwPrX7DTl7lPdpNFb13nej4PuIx+O4c+cO/H4/JicnBVmu1yuBfvhp7FNCnAWb7Ha7RUVGa2uraICt1/ja4/HgypUrWFtbw5s3byr8lHA4jOvXr2N/fx9Pnz4VPq0Mea+r/TfHXaFQqPDf6s365Lgtl8tCI1gvu1+G0+nEwMAAzp07h9evX+P9+/fH3ntpiWVeG30fPSlSXnejYH+sYrHY8Hyo5ZPWeww2BtRWOTPj1ufziYxe8g0kI9nDKZPJNKUPjBGY1ez3+4XtoKazvH7IRLPFcpj5PjIygvPnz2NlZQXPnz+vkDGtBrvdjnA4LBqOUzK3mt/O58ZqZ86JZtg6v9+P69evY2RkBJ8+fTKsgJHBymoGC9g3jn6F9rOnpdGqFmeOYJYdlfHxcSwuLopI+3/8x3/gwYMH2N3dhdVqxeXLl7G7u4tUKmXYtfK4DiUnKyc5Na3K5bLI0ALUJcfXr1/Hx48fhRaWLKbv9XqRy+VOxULOTGOZKOTCxH8bEcxM59dzpoLBoAgObG5uCuew1v3abDb09/djaWkJuVzuyBvjRCIhJrjs2Gk3J9wssHSh2iKoR1ZoEQgEYLVaVaSA1WrF4OAgXr16VTPLjQ4+gIqFRW9jZbPZhCg+z7u7u9vQpp3jtq2tDSsrK6rNIHCYEbq1tSWeDRsZaq+HhNBxyAwSeJFIBPv7+9jY2FCR1npzmQSN3W4X5TtaMuPevXt48eLFsbsUnwROO8FMwoCbzpaWFsRiMbx8+RIAMDIyglQqhcXFRdjtdty5c0d0EdbLPm1paYHP58PKykpDnYZ5DKB6OerQ0BDevn2rypjj56hvBajnk9fr1XXCCWpbslmhNkvzqNDbLMh/y80GOQeMKhT4fJmtDUD1HaOsZ6Nrov2nbttxmv6w5Juk6cHBAdLptMhA0CPU5ffELGMt6VFLlkfO0mHJdqlUEhvAvb09sUnh+eTvNEKyaM+rXWfqyW5zuVyiIWo6nUYmk9GdIwyo7+3tiSxRveoRNnL5WiQuicFwOAy3243d3V2k02m0tbVV2OSenh7R+PA04rSTGZyb5XIZ+/v7Yo7Qhnm9XuF3KYqCwcFBRKNRzM7OYnV11dBXBo5ObDEbFVBv9ugj6lVn0R7IDetCoRCCwaCQVtI2L6v3uqv5/o3eq9vtBgBhbxrNjtU7l6IoOHfuHC5fvoxcLodXr15VbVYoE0jHlTNgBtbY2BiGh4extbWFR48e4c2bNygUCoZ+qPZ6ZNsmE8m1JCOoD059SiafKIoCj8cjzi9nCu/u7oq9U6PQJkTU+51IJII7d+5gcHAQ8/PzePTokaopIEE/mtUlxWJRRfzwnI1qTh8Vsi9BiYLu7m788ccfmJycFJVasg9Ccuw0VvoBp9smU2+V/V6456ft8nq92NvbEzJyPT092NnZQSqVqsi8ZNVGR0cHJicnRb8ZvYQE+T1rAzv0Y/T8xVpEqF4VWC0uRVEU9PX1ieDx7OzssTPi9Xxk+mtyxvJxwfWUnEejJLHD4UBPTw8uXryIhYUFvHv3ri7JBS3i8TjC4TDevn0rfF/6rdpkAfIFHo8HXq8XFosFOzs7yGQyXz2ZyuFwwOfziSpu8hCyJKc8fsrlw+ql8+fP4+rVq7DZbJiensa7d+/q9lddLpdInOHfWiJWtvuyfFizQf99cHAQN2/eRD6fx8OHD2tm7TO5xGq1YnV1VVSXyGAi4Wms9jtTBLPL5VKJmf/7v/87fv31V+zs7MDpdOL777/H//t//w92u12U/KysrOgOmOM6yzxGe3s7NjY2xCRh+SEdd1njDjh0QO/evYunT5+iUCioZBPkUsBvCU46atkCqHAOaxHMTqdTlSFjs9nEpoDk4N7enirDo5779ng8CAaDgpBnhK7eyWWxWDAwMIC5ubmKDY0ekSFn/fFzeouCx+MRkTmj81JqQi4HtlqtuH37Nh49elR3pgudVXmB1xIpWiPqdDoRCATg9/srytKN4HA4kEgksLCwIKK2JNHpBHs8HrjdbqFNq82SZESQpE0zyle1WX0bGxvY3Nw0XDRDoRByuRzcbjc6Ojrw6dMnldTB1atXsb6+jsXFxWNfW7NxWglmOlysACBhe+XKFWxsbGBpaQkWiwXff/89njx5AqfTCZ/PJ0gxGSRoE4kEMpkM1tbWjrxY0rnUm4dWqxVjY2N4/vw5yuWyqnEdnWQ9x1pLyMo/DwQCCIVC2NvbQyqVOvb4NiKVgS92SVsJIVcl1EMwMztF3mQ0SoYw+9jr9WJrawvpdPpY61ZPT4+oMJJt/N7eHtLptJBckbNxjdYfgmWQRpUl2rFCsoJN6vL5vHDe5XuXM/L0skgaQaMBbovFgv7+fiwvL6OlpQXFYhEbGxuqgI3D4UAkEsHa2hpsNpvwm+RAOKAf8Dxp8H6DwSBCoZBYm7QNUVpbW2GxWEQ12mnDaSczZDkM4DDowI7r/H8+n0ckEhFBwLm5OV371QxfGYDonK4lHLV+IM/JTdnu7q7ISiqVSqKsvJ5rOkoCSSP3S1+MhAZt6VHOKfuc58+fx+XLl5FOpwWxXI2MMCKQGiUwZLS0tIjKnc7OTty6dQvnzp3D/Pw8fv/9dywsLIgAYL32Tw7U1Vrj6WOwCRrHgd1uFzJnfPbAl0ApydtaFZFG1yc/t3ruifvA8+fPY2xsDPv7+3j48GHFfJKJjEAgIBJ4WInDdZ2B1a8Fjnev14uRkRH09vZiY2MDDx48QCaTEZ+TdblPI06jTbZYvjTx29nZEXsumVAmyZ/L5dDV1YXe3l7Mzs5iaWlJdRybzSZkBObn5/Hy5UvRI0P+XLVr0SaKGb1LWTJND1qfuJq9kSswksmkqtrkuJCTSrQ+WbOOT5sj73vrhdfrRX9/v6gA3tnZwcjICLq6urCysoLJyUl8/vy55nFlv5vBNBlW66FevZGEBn1hoHqTRyPUkwRR73Go1UxugMkc2vVT5pzop3R1dWFxcRHPnz/HxsZG1euJx+PY2trC7u4uXC4XYrEYFEXB1taWkAThmtFIg8HjQlEUdHd34+7du/B6vXj06BFmZmZ0fS+73Y5gMIh8Pg+v14tEIoFUKqWSjNQmD5wmnAmCmRviwcFBzM7Oolgswul04v79+/j73/+OUqmEYDCIttpGe64AAAxOSURBVLY2pFIpuN1uw+Y4/7x+AMd3mO12O7q7u7GwsKCaGCSTy+WyGDQkRC0WC+7du4eJiQkhwcBFIhgM6paMfy3I5DHwRaNR67jK2WN6xITFYhFRlXK5jFAoBL/fj0KhIIhlfl9LoNQLZgPQUdvZ2UE2m62rVE5bRq7nnPP/sgSE3ucIr9eL3d1dwwXbarUiEonA4XCoHAebzYb/+q//wl/+8hfDaHK1+6CBlCOr2g2O/G9FUURZulyuXC0TXeskywtusVhER0cH5ufnxXMg4UjCplAowOv1qnSFmgGL5UvptZ5OMyEHpqg/5XK5RCOs7u5u+Hw+kXV7mnAaCWZmLR8cHKCzs1MQXFarFffu3cOTJ09EwIy2zmaziU2ydL1wu91oa2tDuVzG8vLyscYHnXAjwtTlcmFkZARPnz4FoJbHkZ0Z7XzRc3h8Ph+i0Sj29/d1x9xx7gFQa+pq57OiKCiXv5RKkWCmbdaby7KED6VjGs3AZcCI+snsLt+MzbAeESTbKjqGdBj5nWrnZpYbs8K0kO2TDL7Xra0tUaEEVDZtkgln4Eug76hZzUB9ayCJd6v1sAFaJBKB2+1GNptFKpXCwcEB2tvbsbS0JAgNvm/O21KphEAgALfb/U2a6ZGYo+/GDXc6ncbe3h5CoRBCoRA+fvz41a+tHpxGMoObTL1GlX6/X8iSAIcB8UuXLsHlcmF2dvbEKvzk49AHkDe4HJcywUwflOPb4XBAURRkMhkx95u14dW7TqD2PJSrybi5O+61OBwO9PX1obe3F8lkEjMzM0JHvV6yWO/69apy6oFcLcpjezwe9Pf34+bNm/D7/Xj58iUmJyexvr5+otrBvBY2tXK73SgWi8JekEQh0SVnNefz+Ybfj16GZjV4vV4hX9fW1obvvvsO7e3tePnyJZ48eYJMJiOejZzMwmCqXGHY6D6gGaDvRDKjr68Pw8PDSKfTmJiYECXa1UjJb43TZpOpRbu7uyv0Yf/44w+Uy2WVPbbZbIjFYqIkXks2ser3xo0bKJfLYjz9814ANK57Tj/RyObLett6a4D8M+4JZSkKnqO1tRUjIyPY2to6kSpRnkfuGcLrOk5mJ58BifZGiGUmnly+fFkE6D58+CDeKYPqPT09GB8fRzQaxYcPH/Ds2TPRnB44uv2UG97r2ZJ6OJxGIMt1NPo9ks0Wi0UEBeUKaO0zcDqd6Ovrw8jICEqlEp4/f656trXA/YvL5UIulxOVfXra0Fo0yxfisSwWC+LxOL777jt0dXXhxYsXePr0qcpP08LlcqGzsxOhUAjJZFJIt5JLPG041QQzN4DsavzDDz/gxx9/RKlUQktLC7q6ujAxMQHgMNoeDoeRTCaRTqePXSJWD4LBIKLRqCCYOSHo6DMqA3whudxuN+7du4effvpJNZFY+nXSZfpGk0Qvcq91MPk5/l0t840Zs1xgNzY2VHIbQHP0xACILAdmZG1vbwsiot4MBKPPydnaegaPxpolv9UI5nA4DJfLpcqUtdvt+O///m/89a9/hdfrFbIp9UAmyqlJJ2s1y5s5vXt2u93C2ObzeaTT6YYWUgZ+uru78enTJ5RKJfj9fhFYkcluuflbs0FnIB6PIxgMCs0iZj0awel0QlEUuFwuXLlyRTSiO004bQSzoijwer3CTt2/fx8TExPY3t6G0+nEnTt38PPPP8NqPdQW9/l8ePXqlXyNIggXj8cRCASwurp67AxYedNmZJNisRhaW1sxOzsr7qWaE62N+gOHTmssFkO5XEYqlWpKJobexpNrgrYkVZt1y42htrGLFtx8a8mcepwmZhKGQiFYrVZsbW0ZNmI9CdAhDwQCCAQCKJfLQke7mmNJAshI/kOPYLZYDrUNSTCzaYpRKaJMMmtJr6M4fEdZD2n/IpEIvF6v2BBR6oB6+rJcF8m7QCCAz58/N3ydzQZLOdnUMJ/Pw+/3Y2Fh4Vtfmi5OG5nBTTZ9Sp/PJ7JymMWez+dhsVhw8eJFdHV14c2bN1heXtYlGpq5meI1cC7JdkOv5F6WpQmFQipiGfhSDaiXsdPsTaCWqKWPxQCfnFhy1HOTWO7r68PS0hLm5uaQy+UqshFrkUj1fKZZBDDfzejoKEZHR7G/v4/ff/9daHdrj11t017vtcgN/9iXIxAIiD4jDHZqs5ppm7kHaQTaNbneZ2axHGr5j4+PY3h4GMlkEo8fP8bHjx9VPgX9dq18jFZC7GtCJunb29sxOjoKq9WKp0+fYnFx8VRmygGnyyaTZKSvwAAw5bhY+eVwOHDx4kXkcjkkk8mK/RH3Jt3d3SLb9bj2jX6Kkf8my3ka2TT55zKZybETjUZx9epVFItFTE1NVSSXHAWy/arl6x/nHEygAaDiEGrZd5vNhkgkgoGBAXi9Xrx+/RqfPn2qGpBh4PXSpUsYHR2F2+3G69evMTU1hVQq1VB1t9E1aeWMtOc/yvHlfYhcTX2U4BP3F4FAQPBkW1tboupOvjb+22o91JAfGxtDa2sr/vjjD7x48aLufaTVetirxGq1qppSyu9YTrY8zvpez7X4/X7cuHEDQ0ND+PjxI3799VcRtNWDoihoa2tDNBrF+vo6MplMRVPv04BTTTDL2aPRaBR9fX2YmJhAsVjE0NAQstksFhYW0N7ejnK5rGp8cdIOMwB0dXWhXC6rOjnzXLLcBSP/+Xwera2t6O3txa+//qoq9yVJ+TUHCScZnVntZNY2e+B3+LcewSzrke7t7SGZTIqNth5h3QyCWT4WtX78fj+s1sMOqZlMpqaRr+cajJxNbp5Y8qSXRcjn4vF4VJtmRVHwP//zP/jf//1f3L17Fz/++GPdjiXF3bmx5HnkDu37+/sie8Po/ux2uyj1LxaLSKVSDY1DnovntdlsSKfTsNlsItJmlC3YbLCUNh6PY39/H8vLyzXvxW63Y2BgAIuLi1U1Dr8FThvBHAwGRWMdu92Omzdv4uHDh8JGnz9/HnNzc4jFYtjY2KjomkvHu6OjA5lMxlDCqFHUk6XV29uLYrEoGmra7XZDgpm2j/aKAQxFUbC+vq67iT4OZOeZa0YwGKzQNq5GMBtJeWhLuGVoqzm0IOkHQCVV8a1AYjQUCongpVankKDjK/dC0P5ezm7m+kSSdmdnB9evX8eLFy+E7qjdbheELZu8yNnjPKbH40EymaxY7+pBI8SS9nsWy2G5LYMgGxsbyOfzQu8RgJibiqIgHo9jbW0NVqu1Ql//W4A63CSP3r59e6YyM7Q4aZtMm8GxR+JTURRBBDkcDgCH43t8fBz5fB6vX7/WDcA30x+TwQCzNoNZJmd5LyQsSLzRP+V9NurfN8P3dzgcogqPVTbaypZa59X+X1EU9Pf348KFC/j8+TPevHnTcMDyOAQBUa80m9E5bDYb2tvbcfPmTVy+fBlra2v4v//7P6FFLJeu13pe2nuhPZUJffnz1HSPx+NwuVzIZDLC5nFO8B739vbgcrlQKBSOpDtfTxBb737sdjsuXLiAH374AR6PB3/7298wMzOjSqCSy53ZoGt/fx/pdLqh9aPR8VCNQOQfq9WKaDSKGzduoKenB3/961/x/v37I69TJ4XTYpOBw4oRl8uFzc1NOBwOEeCTkxa8Xi/Gx8fx/v17vH//vsJWtLW14d69e/j48SOmpqZEpr6MRm1FPeNX3jvWOj5lU1gRqigKbt68CYfDgefPn2Ntbe3I44JjT3vPvP5m+youlws2mw27u7sN+2zxeBzXr19HqVTCy5cvsbKyciS/LxgMYmhoCMPDw3C5XPjtt98wOTnZFOk9VnUA0E0k415CXperHYv2mEFru92uSiY6CuSqRQDIZrMicGgUtPR4PBgcHMS1a9dQKBTw448/iuq9euB0OoWMptzYOBgMiirnkwbHOPXV79y5g+3tbfzlL3+pWmFI3rCvrw/FYhEzMzPf3IeXcSSC2YQJEyZMmDBhwoQJEyZMmDBhwoQJEyZMmDCCtfZHTJgwYcKECRMmTJgwYcKECRMmTJgwYcKEiUqYBLMJEyZMmDBhwoQJEyZMmDBhwoQJEyZMmDgSTILZhAkTJkyYMGHChAkTJkyYMGHChAkTJkwcCSbBbMKECRMmTJgwYcKECRMmTJgwYcKECRMmjgSTYDZhwoQJEyZMmDBhwoQJEyZMmDBhwoQJE0eCSTCbMGHChAkTJkyYMGHChAkTJkyYMGHChIkj4f8D8XWedyKB0m4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize all filters\n",
    "fig, axes = plt.subplots(ncols=4, figsize=(15, 5))\n",
    "for i, ax in enumerate(axes):\n",
    "    ax.imshow(filters[i], cmap='gray')\n",
    "    ax.axis('off')\n",
    "    ax.set_title(f'Filter {i}')\n",
    "fig.tight_layout()\n",
    "\n",
    "# visualize all activation maps\n",
    "fig, axes = plt.subplots(ncols=4, figsize=(20, 20))\n",
    "for i, ax in enumerate(axes):\n",
    "    apply_filter(small_img, i, filters, ax)\n",
    "    ax.axis('off')\n",
    "    ax.set_title(f'Activation Map for Filter {i}')\n",
    "fig.tight_layout()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:ml4t-dl]",
   "language": "python",
   "name": "conda-env-ml4t-dl-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
